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    <title>MaplePrimes - Maple 2015 Posts and Questions</title>
    <link>http://www.mapleprimes.com/products/Maple/Maple 2015</link>
    <language>en-us</language>
    <copyright>2026 Maplesoft, A Division of Waterloo Maple Inc.</copyright>
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    <lastBuildDate>Wed, 15 Jul 2026 23:56:30 GMT</lastBuildDate>
    <pubDate>Wed, 15 Jul 2026 23:56:30 GMT</pubDate>
    <itunes:subtitle />
    <itunes:summary />
    <description>Maple 2015 Questions and Posts on MaplePrimes</description>
    <image>
      <url>http://www.mapleprimes.com/images/mapleprimeswhite.jpg</url>
      <title>MaplePrimes - Maple 2015 Posts and Questions</title>
      <link>http://www.mapleprimes.com/products/Maple/Maple 2015</link>
    </image>
    <item>
      <title>How to force particular units?</title>
      <link>http://www.mapleprimes.com/questions/243677-How-To-Force-Particular-Units?ref=Feed:MaplePrimes:Version Maple 2015</link>
      <itunes:summary>&lt;p&gt;I am adding &amp;#39;specificheat&amp;#39; as a property to the Element database in Maple.&lt;/p&gt;

&lt;p&gt;In my .mapleinit I have added the property so it is permanent&lt;/p&gt;

&lt;p&gt;I have a Package that loads the values in from a table using&lt;/p&gt;

&lt;p&gt;&amp;nbsp; ScientificConstants:-ModifyElement(parse(elemt),specificheat=[value=data[i,4]*1000,units=&amp;#39;J/kg/K&amp;#39;]);&lt;/p&gt;

&lt;p&gt;which runs in a loop for all elements I have values for. This all works.&lt;/p&gt;

&lt;p&gt;My issue: GetUnit() returns a unit of m^2/(s^2*K). While this is not wrong, I want it to stay J/(kg*K), which is much more suitable for my work (and, besides, is the SI unit for specific heat). I can use convert to fix it on a case-by-case basis, but that is decidedly clumsy.&lt;/p&gt;

&lt;p&gt;Is there a way to do that?&lt;/p&gt;

&lt;p&gt;This is in Maple 2015. I have access to Maple 2023 as well, but not where I am right now. I really need this to work on all of them.&lt;/p&gt;

&lt;p&gt;TIA,&lt;/p&gt;

&lt;p&gt;M.D.&lt;/p&gt;
</itunes:summary>
      <description>&lt;p&gt;I am adding &amp;#39;specificheat&amp;#39; as a property to the Element database in Maple.&lt;/p&gt;

&lt;p&gt;In my .mapleinit I have added the property so it is permanent&lt;/p&gt;

&lt;p&gt;I have a Package that loads the values in from a table using&lt;/p&gt;

&lt;p&gt;&amp;nbsp; ScientificConstants:-ModifyElement(parse(elemt),specificheat=[value=data[i,4]*1000,units=&amp;#39;J/kg/K&amp;#39;]);&lt;/p&gt;

&lt;p&gt;which runs in a loop for all elements I have values for. This all works.&lt;/p&gt;

&lt;p&gt;My issue: GetUnit() returns a unit of m^2/(s^2*K). While this is not wrong, I want it to stay J/(kg*K), which is much more suitable for my work (and, besides, is the SI unit for specific heat). I can use convert to fix it on a case-by-case basis, but that is decidedly clumsy.&lt;/p&gt;

&lt;p&gt;Is there a way to do that?&lt;/p&gt;

&lt;p&gt;This is in Maple 2015. I have access to Maple 2023 as well, but not where I am right now. I really need this to work on all of them.&lt;/p&gt;

&lt;p&gt;TIA,&lt;/p&gt;

&lt;p&gt;M.D.&lt;/p&gt;
</description>
      <guid>243677</guid>
      <pubDate>Wed, 08 Jul 2026 15:51:43 Z</pubDate>
      <itunes:author>Mac Dude</itunes:author>
      <author>Mac Dude</author>
    </item>
    <item>
      <title>Removing spaces in plots:-sparsematrixplot</title>
      <link>http://www.mapleprimes.com/questions/243605-Removing-Spaces-In-Plotssparsematrixplot?ref=Feed:MaplePrimes:Version Maple 2015</link>
      <itunes:summary>&lt;p&gt;&lt;br&gt;
&lt;br&gt;
&lt;strong&gt;M&lt;/strong&gt; being some sparse matrix, &lt;strong&gt;plots:-sparsematrixplot(M)&lt;/strong&gt; displays a patchwork of squares with two different colors: one for elements of &lt;strong&gt;M&lt;/strong&gt; different 0 and the other for elements of &lt;strong&gt;M&lt;/strong&gt; equal to 0.&lt;br&gt;
The squares are separated by what visually appears like blank lines (in fact tere are no such lines, just gaps between the different squares making them not adjacent).&lt;br&gt;
&lt;br&gt;
So my question: Is it possible, &lt;strong&gt;without resorting to any workaround based upon PLOT(POLYGONS(..)) or plottools functions&lt;/strong&gt;&amp;nbsp;(I know how to write such workarounds and I&amp;#39;m not interested in that) to suppress these &amp;quot;white lines&amp;quot;, or otherwise said to make the squares adjacent?&amp;nbsp;&lt;br&gt;
I thought that maybe some (hidden?) option acting like &lt;strong&gt;style=patchnogrid&lt;/strong&gt;&amp;nbsp;could exist, or to an undocumented feaure...&lt;br&gt;
&lt;br&gt;
Thanks for your reply.&lt;/p&gt;
</itunes:summary>
      <description>&lt;p&gt;&lt;br /&gt;
&lt;br /&gt;
&lt;strong&gt;M&lt;/strong&gt; being some sparse matrix, &lt;strong&gt;plots:-sparsematrixplot(M)&lt;/strong&gt; displays a patchwork of squares with two different colors: one for elements of &lt;strong&gt;M&lt;/strong&gt; different 0 and the other for elements of &lt;strong&gt;M&lt;/strong&gt; equal to 0.&lt;br /&gt;
The squares are separated by what visually appears like blank lines (in fact tere are no such lines, just gaps between the different squares making them not adjacent).&lt;br /&gt;
&lt;br /&gt;
So my question: Is it possible, &lt;strong&gt;without resorting to any workaround based upon PLOT(POLYGONS(..)) or plottools functions&lt;/strong&gt;&amp;nbsp;(I know how to write such workarounds and I&amp;#39;m not interested in that) to suppress these &amp;quot;white lines&amp;quot;, or otherwise said to make the squares adjacent?&amp;nbsp;&lt;br /&gt;
I thought that maybe some (hidden?) option acting like &lt;strong&gt;style=patchnogrid&lt;/strong&gt;&amp;nbsp;could exist, or to an undocumented feaure...&lt;br /&gt;
&lt;br /&gt;
Thanks for your reply.&lt;/p&gt;
</description>
      <guid>243605</guid>
      <pubDate>Thu, 21 May 2026 09:43:24 Z</pubDate>
      <itunes:author>sand15</itunes:author>
      <author>sand15</author>
    </item>
    <item>
      <title>PDF  of functions of univariate random variables</title>
      <link>http://www.mapleprimes.com/posts/234293-PDF--Of-Functions-Of-Univariate-Random-Variables?ref=Feed:MaplePrimes:Version Maple 2015</link>
      <itunes:summary>&lt;p&gt;&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;Although the worksheets provided here have been developed under Maple 2015, they should work correctly with newer versions, except perhaps for commands that use the &amp;#39;op&amp;#39; function (&amp;#39;piecewise&amp;#39; mainly).&lt;br&gt;
&lt;br&gt;
In the sequel the acronym &amp;#39;pdf&amp;#39; stands for &amp;#39;probability density function&amp;#39;.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;CONTEXT&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;This post originates from a recent&amp;nbsp;&lt;a href="https://www.mapleprimes.com/questions/242227-Trouble-With-The-PDF-Function"&gt;question&lt;/a&gt; by&amp;nbsp;&lt;span style="word-wrap: break-word;"&gt;&lt;a href="https://www.mapleprimes.com/users/JoyDivisionMan"&gt;@JoyDivisionMan&amp;nbsp;&lt;/a&gt;&lt;/span&gt;and the ensuing discussion.&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="margin-left: 40px;"&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;In a few words, the OP noticed Maple 2025 failed to return a result and asked why. In his reply,&amp;nbsp;&lt;span style="word-wrap: break-word;"&gt;&lt;a href="https://www.mapleprimes.com/questions/242227-Trouble-With-The-PDF-Function#comment315570"&gt;@acer&lt;/a&gt;&lt;/span&gt;&amp;nbsp;identified a code regression somewhere in between Maple 2023 and Maple 2025.&lt;br&gt;
Like Maple 2023 &amp;quot;my&amp;quot;&amp;nbsp; Maple 2015 does not fail but provide... a wrong answer: Do versions in between 2015 and 2024 return wrong results too?&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;In this post I explain how we can calculate the result by hand (only elementary maths required), why Maple 2015 (and likely newer versions) returns an incorrect result, why Maple generally fails in returning a result, and finally provide several examples to illustrate that even mathematically simple. &lt;/span&gt;&lt;br&gt;
The various test cases I present are all equally simple for a skilled human agent, but conversely all beyond the reach of Statistics:-PDF.&lt;br&gt;
This raises the question: Can a robust algorithm for calculating this PDF be developed without resorting to an expert system (I don&amp;#39;t like the term AI) that mimics human reasoning?&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;THE MAIN OBSERVATION&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;Let &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; some continuous univariate random variable (CURV) and &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;a real valued function from defined over the support of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;. Let&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;Y&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;the random variable defined by&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;Y&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; =&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;(X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;).&lt;br&gt;
&lt;br&gt;
&lt;span style="color:#0000ff;"&gt;The main observation about &lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&amp;nbsp;is that unless very specific situations, this procedure does not build the correct expression of pdf&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="color:#0000ff;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;Y&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;as soon as&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;is not a strictly monotone function&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Here are a fex exceptions to this claim:&lt;/span&gt;&lt;/p&gt;

&lt;p style="margin-left: 40px;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; any CURV&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ &lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;n&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp; , n positive integer (correct solution even if&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; is not monotone)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="margin-left: 40px;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(-1, 1)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;arctanh(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;&amp;nbsp;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;(no result returned even if&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; is strictly monotone).&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;It is worth saying that, &lt;u&gt;only by chance&lt;/u&gt;, &lt;strong&gt;Statistics:-PDF &lt;/strong&gt;may sometimes return the correct result even if&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;is a non monotone function.&lt;br&gt;
For instance, in &lt;/span&gt;&lt;span class="mainBody document"&gt;&lt;span style="word-wrap: break-word;"&gt;&lt;a href="https://www.mapleprimes.com/users/JoyDivisionMan"&gt;@JoyDivisionMan&lt;/a&gt;&lt;/span&gt;&amp;#39;s question, the procedure was indeed capable to provide a correct result for the case&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(0, 2&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ arctanh(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; but this was only because two errors balanced each other out. Replace&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(0, 2&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; &lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&amp;nbsp;by&amp;nbsp;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;a&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;a&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;+2&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;) and Maple is wrong (notice that the pdf of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;(X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;) remains unchanged whatever the value of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;a&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;).&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;A GOOD DRAWING WORTH A THOUSAND WORDS&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;Here is a picture to help understand how to get the pdf of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;Y&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; =&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;(X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:16px;"&gt;)&lt;/span&gt;&amp;nbsp;for a non monotone function&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; (the case of a monotone function directly comes from this latter).&lt;br&gt;
&lt;br&gt;
In this illustration&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(0, 2)&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ &lt;em&gt;sine&lt;/em&gt;(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;.&lt;br&gt;
To ease the explanation, I write&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;as a mixture of three uniform random variables &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;3&lt;/sub&gt;, whose supports are the intervals of the three branches of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;. More formally, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp; =&amp;nbsp;(1/4)∙&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&amp;nbsp;+&amp;nbsp;(1/2)∙&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&amp;nbsp;+&amp;nbsp;(1/4)∙&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;3&lt;/sub&gt;.&lt;br&gt;
The restrictions&amp;nbsp; of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;to these three branches are denoted&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;3&lt;/sub&gt;.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;img src="/view.aspx?sf=234293_post/Napoleon.png" style="height: 400px; width: 800px;"&gt;&lt;/p&gt;

&lt;p&gt;&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;The large rectangles below the horizontal axis represent the pdf of&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;3&lt;/sub&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;and the blue curve &lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;the &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;function.&lt;br&gt;
The image of the&amp;nbsp;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;interval [&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-d&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]&amp;nbsp; by the inverse functions&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;and&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;of&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;and&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;sup&gt;&amp;nbsp;&lt;/sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;are&amp;nbsp;represented by the vertical rectangles&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;sub&gt;1&lt;/sub&gt;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;sub&gt;1&lt;/sub&gt;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;] and&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;sub&gt;2&lt;/sub&gt;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;sub&gt;2&lt;/sub&gt;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;] .&lt;br&gt;
These two intervals bring a contribution to the pdf of&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&amp;nbsp;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(light gray blue on the right) represented by the horizontal violet rectangle on the right side of the picture.&lt;br&gt;
&lt;br&gt;
T&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;he probability Prob(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;span style="font-size:16px;"&gt;∊&lt;/span&gt;&lt;/strong&gt;&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]) that&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;belongs to the interval&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]) is simply the sum&amp;nbsp;&lt;br&gt;
&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;Prob(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;span style="font-size:16px;"&gt;∊&lt;/span&gt;&lt;/strong&gt;&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;])&amp;nbsp; =&amp;nbsp;Prob(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;span style="font-size:16px;"&gt;∊&lt;/span&gt;&lt;/strong&gt;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]))&amp;nbsp; +&amp;nbsp;Prob(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;span style="font-size:16px;"&gt;∊&lt;/span&gt;&lt;/strong&gt;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]))&lt;br&gt;
&lt;br&gt;
Let &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;#39;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;) denote the derivative of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;).&lt;br&gt;
Making&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&amp;nbsp;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;tends to 0 gives&lt;/span&gt;&lt;br&gt;
&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;)&amp;nbsp; =&amp;nbsp;&amp;nbsp;pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;)&lt;/span&gt;) &amp;times;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;|&amp;nbsp;&lt;/em&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;#39;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&amp;nbsp;&lt;strong&gt;|&lt;/strong&gt; +&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;)&lt;/span&gt;) &amp;times;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;|&amp;nbsp;&lt;/em&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;&amp;#39;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;&amp;nbsp;|&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;As I said before there is truly no big math behind this, Except maybe those absolute values?&lt;br&gt;
To understand where they come from zoom in on the rectangle &lt;span style="font-size:16px;"&gt;&lt;/span&gt; = [&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;/em&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dx&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;/em&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dx&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;] ╳&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;] and denote &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;X&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt; and &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt; the restrictions of &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; and &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; to &lt;span style="font-size:16px;"&gt;&lt;/span&gt;.&lt;br&gt;
Locally&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt;&amp;nbsp;is proportional to &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;A+B&lt;/span&gt;&lt;/em&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;∙X&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/sub&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;where constant &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;B =&amp;nbsp;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&amp;#39;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;/em&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:16px;"&gt;)&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&amp;nbsp;and&amp;nbsp;&lt;span class="mainBody document"&gt;the value of constant &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;A&amp;nbsp;&lt;/span&gt;&lt;/em&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;does not matter here.&lt;/span&gt;&lt;br&gt;
So the pdf of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt;&lt;span style="font-size:14px;"&gt;&amp;nbsp;is (a classical result)&amp;nbsp;&amp;nbsp;&lt;/span&gt;pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;) = pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;X&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;(&lt;em&gt;y-A&lt;/em&gt;)/&lt;em&gt;C&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;) / |&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;C&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;|.&lt;br&gt;
Few details can be found &lt;a href="https://en.wikipedia.org/wiki/Probability_density_function"&gt;Here&lt;/a&gt;.&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;strong&gt;MAPLE FAILURES AND WEAKNESSES&lt;/strong&gt;&lt;br&gt;
&lt;br&gt;
So why did Maple, at last some versions, produce a wrong result and why some versions are not even capable to return one?&lt;br&gt;
The reason is that there is no big math only at first sight...because determining the inverse function of&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;can be quite tricky as soon as &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;is not one-to-one map, for instance when &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;is not strictly monotone&lt;/span&gt;&lt;/span&gt;.&lt;br&gt;
When it is so&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;must be defined for all the branches whose definition intervals intersect the support of &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;X&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;.&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;I spent a lot of time debugging the procedure &lt;span style="font-size:14px;"&gt;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&lt;/span&gt;&amp;nbsp;to understand why it&amp;nbsp;&lt;span style="font-size:14px;"&gt;either fails or produces incorrec results.&lt;br&gt;
The&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;a href="/view.aspx?sf=234293_post/sine_debug_nodebugoutput.mw"&gt;sine_debug_nodebugoutput.mw&amp;nbsp;&lt;/a&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;worksheet presents the &amp;quot;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(0, 2)&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ &lt;em&gt;sine&lt;/em&gt;(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&amp;quot; case&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&amp;nbsp;(as Mapleprimes stubbornly refuses to upload the worksheet containing the debugger trace, I convert it to&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;a href="/view.aspx?sf=234293_post/sine_debug.pdf"&gt;sine_debug.pdf&lt;/a&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt; to help you see this trace).&amp;nbsp;&lt;br&gt;
To orient the core development team correcting this procedure (assumming they care), the critical procedures are&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="margin-left: 40px;"&gt;&lt;span style="color:#0000ff;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Statistics:-RandomVariables:-PDF:-Univariate:-GetValueTab[anything]&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;and&lt;/span&gt;&lt;/span&gt;&lt;span style="color:#0000ff;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;Statistics:-RandomVariables:-GetInverse&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;A&lt;/span&gt;t the very end it is this second procedure&amp;nbsp;&lt;span style="font-size:14px;"&gt;which is truly responsible of Maple failing to provide a result or returning an incorrect on, because&lt;/span&gt;&amp;nbsp;it does not correctly build the inverse functions &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp; for all the branches b which matter.&lt;/span&gt;&lt;br&gt;
&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;I wrote above that &amp;quot;i&lt;/span&gt;&lt;span class="mainBody document"&gt;t is only by chance that Maple provided the correct result for the non monotone function&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;=&amp;nbsp;&lt;em&gt;&lt;strong&gt;cosine&lt;/strong&gt;&lt;/em&gt;&lt;/span&gt;&lt;span class="mainBody document"&gt;&amp;quot;. Indeed&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&lt;/span&gt; returns a wrong result when&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;z&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;z&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;+2) and&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;z&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;is not a multiple of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;/2 (see&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;a href="/view.aspx?sf=234293_post/cosine.mw"&gt;cosine.mw&lt;/a&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;).&lt;br&gt;
&lt;br&gt;
Other important situations where Maple fails returning a result are those where &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;is a polynomial function with different zeros located in the support of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;.&lt;br&gt;
I did not trace them but it seems that &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&lt;/span&gt;&amp;nbsp;does not know how to build the&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;in this case (even though it is quite simple, see &amp;quot;Polynomial&amp;quot; examples below&lt;/span&gt;).&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;strong&gt;A SELECTION OF EXAMPLES&lt;/strong&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;Here is a selection of examples to demonstrate that even in rather complex cases the&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;pdfs of &lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;) can be constructed quite easily (note that Maple either fails to compute them or to provide a correct result):&lt;/span&gt;&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Three examples where&amp;nbsp;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; is a uniform random variable and the restriction of&amp;nbsp;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;to the support of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;is a&lt;/span&gt;&lt;/span&gt; non monotone polynomial function of increasing degree (the number of branches to consider is equal to the degree of&amp;nbsp;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;):&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
	&lt;a href="/view.aspx?sf=234293_post/Polynomial_function_of_a_random_variable_1.mw"&gt;Polynomial_function_of_a_random_variable_1.mw&lt;/a&gt;&lt;span style="font-size:14px;"&gt;, &lt;/span&gt;&lt;br&gt;
	&lt;a href="/view.aspx?sf=234293_post/Polynomial_function_of_a_random_variable_2.mw"&gt;Polynomial_function_of_a_random_variable_2.mw&lt;/a&gt;&lt;span style="font-size:14px;"&gt;, &lt;/span&gt;&lt;br&gt;
	&lt;a href="/view.aspx?sf=234293_post/Polynomial_function_of_a_random_variable_3.mw"&gt;Polynomial_function_of_a_random_variable_3.mw&lt;/a&gt;&lt;/span&gt;&lt;br&gt;
	&amp;nbsp;&lt;/li&gt;
	&lt;li&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Two examples where the support o &lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt; &lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;is unbounded&lt;/span&gt;&lt;/span&gt;&amp;nbsp;examples and&amp;nbsp;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;=&amp;nbsp;&lt;em&gt;&lt;strong&gt;sine&lt;/strong&gt;&lt;/em&gt;. Here&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;an infinity number of branches must be accounted for, one of these two examples (&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; ~ Exponential) can be treated in a comple analytic way while the other&amp;nbsp;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; ~ Normal) cannot thus leading to a truncated approximation of &lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;) pdf.&lt;/span&gt;&lt;br&gt;
	&lt;a href="/view.aspx?sf=234293_post/Infinte_support_sine.mw"&gt;Infinte_support_sine.mw&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;br&gt;
&lt;br&gt;
&lt;strong&gt;OPEN QUESTION&lt;/strong&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;Tracing&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&lt;/span&gt;&amp;nbsp;reveals an already complex algorithm designed to handle a broad variety of &amp;quot;canonical&amp;quot; situations. Even this the algorithm fails in almost all non-toy-problem such as this compilation proves &lt;/span&gt;&lt;a href="/view.aspx?sf=234293_post/Maple_failures.mw"&gt;Maple_failures.mw&lt;/a&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;.&lt;br&gt;
&lt;span style="font-size:14px;"&gt;At first sight, there seems to be a contradiction between the (apparent?) simplicity with which one can obtain, by hand in sometimes in an ad hoc way, the expression of pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;)&lt;span style="font-size:14px;"&gt;), whether it is exact or truncated, and the complexity of the &lt;strong&gt;Statistics:-PDF&amp;nbsp;&lt;/strong&gt;algorithm, which results in failure in all non trivial cases.&lt;br&gt;
&lt;br&gt;
This observation leads to the important question &amp;quot;Is it possible to rewrite&amp;nbsp;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt; in order to enlarge its domain of success?&amp;quot;.&lt;br&gt;
I have the feeling that this means designing an algorithm which focuses more on mimicing the human reasoning than identifying &amp;quot;canonical&amp;quot; situations (as it is done today).&amp;nbsp;&lt;br&gt;
An AI-driven algorithm maybe?&lt;br&gt;
&lt;br&gt;
I repeat here that the maths are very simple, and all the more simple if you represent the random variable&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;as a mixture of components &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;, ...&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;B&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;both having the same (truncated) distribution than &lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, and whose supports identify to the intervals of definition of the B branches of&amp;nbsp;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; over the whole support of &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;.&lt;br&gt;
The only difficulty lies in the identification of these branches and in the construction of the functions&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;over the supports of each&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;.&lt;br&gt;
&lt;br&gt;
I have no answer to this question.&lt;/span&gt;&lt;/p&gt;
</itunes:summary>
      <description>&lt;p&gt;&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;Although the worksheets provided here have been developed under Maple 2015, they should work correctly with newer versions, except perhaps for commands that use the &amp;#39;op&amp;#39; function (&amp;#39;piecewise&amp;#39; mainly).&lt;br&gt;
&lt;br&gt;
In the sequel the acronym &amp;#39;pdf&amp;#39; stands for &amp;#39;probability density function&amp;#39;.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;CONTEXT&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;This post originates from a recent&amp;nbsp;&lt;a href="https://www.mapleprimes.com/questions/242227-Trouble-With-The-PDF-Function"&gt;question&lt;/a&gt; by&amp;nbsp;&lt;span id="answers_answers_ctrl0_ListView1_ctrl0_replies_body" style="word-wrap: break-word;"&gt;&lt;a href="https://www.mapleprimes.com/users/JoyDivisionMan"&gt;@JoyDivisionMan&amp;nbsp;&lt;/a&gt;&lt;/span&gt;and the ensuing discussion.&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="margin-left: 40px;"&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;In a few words, the OP noticed Maple 2025 failed to return a result and asked why. In his reply,&amp;nbsp;&lt;span id="answers_answers_ctrl0_ListView1_ctrl4_replies_body" style="word-wrap: break-word;"&gt;&lt;a href="https://www.mapleprimes.com/questions/242227-Trouble-With-The-PDF-Function#comment315570"&gt;@acer&lt;/a&gt;&lt;/span&gt;&amp;nbsp;identified a code regression somewhere in between Maple 2023 and Maple 2025.&lt;br&gt;
Like Maple 2023 &amp;quot;my&amp;quot;&amp;nbsp; Maple 2015 does not fail but provide... a wrong answer: Do versions in between 2015 and 2024 return wrong results too?&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;In this post I explain how we can calculate the result by hand (only elementary maths required), why Maple 2015 (and likely newer versions) returns an incorrect result, why Maple generally fails in returning a result, and finally provide several examples to illustrate that even mathematically simple. &lt;/span&gt;&lt;br&gt;
The various test cases I present are all equally simple for a skilled human agent, but conversely all beyond the reach of Statistics:-PDF.&lt;br&gt;
This raises the question: Can a robust algorithm for calculating this PDF be developed without resorting to an expert system (I don&amp;#39;t like the term AI) that mimics human reasoning?&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;THE MAIN OBSERVATION&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;Let &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; some continuous univariate random variable (CURV) and &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;a real valued function from defined over the support of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;. Let&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;Y&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;the random variable defined by&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;Y&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; =&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;(X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;).&lt;br&gt;
&lt;br&gt;
&lt;span style="color:#0000ff;"&gt;The main observation about &lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&amp;nbsp;is that unless very specific situations, this procedure does not build the correct expression of pdf&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="color:#0000ff;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;Y&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;as soon as&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;is not a strictly monotone function&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Here are a fex exceptions to this claim:&lt;/span&gt;&lt;/p&gt;

&lt;p style="margin-left: 40px;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; any CURV&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ &lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;n&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp; , n positive integer (correct solution even if&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; is not monotone)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="margin-left: 40px;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(-1, 1)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;arctanh(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;&amp;nbsp;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;(no result returned even if&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:12px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; is strictly monotone).&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;It is worth saying that, &lt;u&gt;only by chance&lt;/u&gt;, &lt;strong&gt;Statistics:-PDF &lt;/strong&gt;may sometimes return the correct result even if&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;is a non monotone function.&lt;br&gt;
For instance, in &lt;/span&gt;&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;&lt;span id="answers_answers_ctrl0_ListView1_ctrl0_replies_body" style="word-wrap: break-word;"&gt;&lt;a href="https://www.mapleprimes.com/users/JoyDivisionMan"&gt;@JoyDivisionMan&lt;/a&gt;&lt;/span&gt;&amp;#39;s question, the procedure was indeed capable to provide a correct result for the case&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(0, 2&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ arctanh(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; but this was only because two errors balanced each other out. Replace&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(0, 2&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; &lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&amp;nbsp;by&amp;nbsp;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;a&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;a&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;+2&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;) and Maple is wrong (notice that the pdf of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;(X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;) remains unchanged whatever the value of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;a&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;).&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;A GOOD DRAWING WORTH A THOUSAND WORDS&lt;/strong&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;Here is a picture to help understand how to get the pdf of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;Y&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; =&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;(X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:16px;"&gt;)&lt;/span&gt;&amp;nbsp;for a non monotone function&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; (the case of a monotone function directly comes from this latter).&lt;br&gt;
&lt;br&gt;
In this illustration&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(0, 2)&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ &lt;em&gt;sine&lt;/em&gt;(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;.&lt;br&gt;
To ease the explanation, I write&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;as a mixture of three uniform random variables &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;3&lt;/sub&gt;, whose supports are the intervals of the three branches of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;. More formally, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp; =&amp;nbsp;(1/4)∙&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&amp;nbsp;+&amp;nbsp;(1/2)∙&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&amp;nbsp;+&amp;nbsp;(1/4)∙&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;3&lt;/sub&gt;.&lt;br&gt;
The restrictions&amp;nbsp; of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;to these three branches are denoted&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;3&lt;/sub&gt;.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;img src="/view.aspx?sf=234293_post/Napoleon.png" style="height: 400px; width: 800px;"&gt;&lt;/p&gt;

&lt;p&gt;&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;The large rectangles below the horizontal axis represent the pdf of&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;3&lt;/sub&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;and the blue curve &lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;the &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;function.&lt;br&gt;
The image of the&amp;nbsp;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;interval [&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-d&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]&amp;nbsp; by the inverse functions&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;and&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;of&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;and&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;sup&gt;&amp;nbsp;&lt;/sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;are&amp;nbsp;represented by the vertical rectangles&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;sub&gt;1&lt;/sub&gt;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;sub&gt;1&lt;/sub&gt;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;] and&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;sub&gt;2&lt;/sub&gt;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;sub&gt;2&lt;/sub&gt;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;] .&lt;br&gt;
These two intervals bring a contribution to the pdf of&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&amp;nbsp;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(light gray blue on the right) represented by the horizontal violet rectangle on the right side of the picture.&lt;br&gt;
&lt;br&gt;
T&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;he probability Prob(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;span style="font-size:16px;"&gt;∊&lt;/span&gt;&lt;/strong&gt;&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]) that&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;belongs to the interval&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]) is simply the sum&amp;nbsp;&lt;br&gt;
&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp;Prob(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;span style="font-size:16px;"&gt;∊&lt;/span&gt;&lt;/strong&gt;&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;])&amp;nbsp; =&amp;nbsp;Prob(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;span style="font-size:16px;"&gt;∊&lt;/span&gt;&lt;/strong&gt;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]))&amp;nbsp; +&amp;nbsp;Prob(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;span style="font-size:16px;"&gt;∊&lt;/span&gt;&lt;/strong&gt;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;]))&lt;br&gt;
&lt;br&gt;
Let &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;#39;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;) denote the derivative of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;).&lt;br&gt;
Making&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&amp;nbsp;&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;tends to 0 gives&lt;/span&gt;&lt;br&gt;
&amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; &amp;nbsp; pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;)&amp;nbsp; =&amp;nbsp;&amp;nbsp;pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;)&lt;/span&gt;) &amp;times;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;|&amp;nbsp;&lt;/em&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;#39;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&amp;nbsp;&lt;strong&gt;|&lt;/strong&gt; +&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;)&lt;/span&gt;) &amp;times;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;|&amp;nbsp;&lt;/em&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;&amp;#39;2&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;(&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;)&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;&amp;nbsp;|&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;As I said before there is truly no big math behind this, Except maybe those absolute values?&lt;br&gt;
To understand where they come from zoom in on the rectangle &lt;span style="font-size:16px;"&gt;&lt;/span&gt; = [&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;/em&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dx&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;/em&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dx&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;] ╳&amp;nbsp;[&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;-&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;+&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;dy&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;] and denote &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;X&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt; and &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt; the restrictions of &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; and &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; to &lt;span style="font-size:16px;"&gt;&lt;/span&gt;.&lt;br&gt;
Locally&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt;&amp;nbsp;is proportional to &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;A+B&lt;/span&gt;&lt;/em&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;∙X&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/sub&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;where constant &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;B =&amp;nbsp;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&amp;#39;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;x&lt;/em&gt;&lt;sub&gt;1&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:16px;"&gt;)&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&amp;nbsp;and&amp;nbsp;&lt;span class="mainBody document"&gt;the value of constant &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;A&amp;nbsp;&lt;/span&gt;&lt;/em&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;does not matter here.&lt;/span&gt;&lt;br&gt;
So the pdf of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt;&lt;span style="font-size:14px;"&gt;&amp;nbsp;is (a classical result)&amp;nbsp;&amp;nbsp;&lt;/span&gt;pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;Y&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;y&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;) = pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;X&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;sub&gt;&lt;span style="font-size:16px;"&gt;&lt;/span&gt;&lt;/sub&gt;&lt;strong&gt;&amp;nbsp;&lt;/strong&gt;=&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;(&lt;em&gt;y-A&lt;/em&gt;)/&lt;em&gt;C&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;) / |&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;em&gt;C&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;|.&lt;br&gt;
Few details can be found &lt;a href="https://en.wikipedia.org/wiki/Probability_density_function"&gt;Here&lt;/a&gt;.&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;strong&gt;MAPLE FAILURES AND WEAKNESSES&lt;/strong&gt;&lt;br&gt;
&lt;br&gt;
So why did Maple, at last some versions, produce a wrong result and why some versions are not even capable to return one?&lt;br&gt;
The reason is that there is no big math only at first sight...because determining the inverse function of&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;can be quite tricky as soon as &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;is not one-to-one map, for instance when &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;is not strictly monotone&lt;/span&gt;&lt;/span&gt;.&lt;br&gt;
When it is so&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;must be defined for all the branches whose definition intervals intersect the support of &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;strong&gt;X&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;.&lt;/span&gt;&lt;/p&gt;

&lt;p&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;I spent a lot of time debugging the procedure &lt;span style="font-size:14px;"&gt;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&lt;/span&gt;&amp;nbsp;to understand why it&amp;nbsp;&lt;span style="font-size:14px;"&gt;either fails or produces incorrec results.&lt;br&gt;
The&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;a href="/view.aspx?sf=234293_post/sine_debug_nodebugoutput.mw"&gt;sine_debug_nodebugoutput.mw&amp;nbsp;&lt;/a&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;worksheet presents the &amp;quot;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(0, 2)&lt;/span&gt;&lt;/span&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt; ,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; : &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ⟼ &lt;em&gt;sine&lt;/em&gt;(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;em&gt;x&lt;/em&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;)&amp;quot; case&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&amp;nbsp;(as Mapleprimes stubbornly refuses to upload the worksheet containing the debugger trace, I convert it to&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;a href="/view.aspx?sf=234293_post/sine_debug.pdf"&gt;sine_debug.pdf&lt;/a&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt; to help you see this trace).&amp;nbsp;&lt;br&gt;
To orient the core development team correcting this procedure (assumming they care), the critical procedures are&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="margin-left: 40px;"&gt;&lt;span style="color:#0000ff;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Statistics:-RandomVariables:-PDF:-Univariate:-GetValueTab[anything]&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;and&lt;/span&gt;&lt;/span&gt;&lt;span style="color:#0000ff;"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;Statistics:-RandomVariables:-GetInverse&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;A&lt;/span&gt;t the very end it is this second procedure&amp;nbsp;&lt;span style="font-size:14px;"&gt;which is truly responsible of Maple failing to provide a result or returning an incorrect on, because&lt;/span&gt;&amp;nbsp;it does not correctly build the inverse functions &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp; for all the branches b which matter.&lt;/span&gt;&lt;br&gt;
&amp;nbsp;&lt;/p&gt;

&lt;p&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;I wrote above that &amp;quot;i&lt;/span&gt;&lt;span class="mainBody document"&gt;t is only by chance that Maple provided the correct result for the non monotone function&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;=&amp;nbsp;&lt;em&gt;&lt;strong&gt;cosine&lt;/strong&gt;&lt;/em&gt;&lt;/span&gt;&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;&amp;quot;. Indeed&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&lt;/span&gt; returns a wrong result when&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt; ~ Uniform(&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;z&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;, &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;z&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;+2) and&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;em&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;z&lt;/span&gt;&lt;/span&gt;&lt;/em&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;is not a multiple of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;/2 (see&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;a href="/view.aspx?sf=234293_post/cosine.mw"&gt;cosine.mw&lt;/a&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;).&lt;br&gt;
&lt;br&gt;
Other important situations where Maple fails returning a result are those where &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;is a polynomial function with different zeros located in the support of &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;.&lt;br&gt;
I did not trace them but it seems that &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&lt;/span&gt;&amp;nbsp;does not know how to build the&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;in this case (even though it is quite simple, see &amp;quot;Polynomial&amp;quot; examples below&lt;/span&gt;).&lt;br&gt;
&lt;br&gt;
&lt;br&gt;
&lt;strong&gt;A SELECTION OF EXAMPLES&lt;/strong&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;Here is a selection of examples to demonstrate that even in rather complex cases the&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;pdfs of &lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;) can be constructed quite easily (note that Maple either fails to compute them or to provide a correct result):&lt;/span&gt;&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Three examples where&amp;nbsp;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; is a uniform random variable and the restriction of&amp;nbsp;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;to the support of&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;is a&lt;/span&gt;&lt;/span&gt; non monotone polynomial function of increasing degree (the number of branches to consider is equal to the degree of&amp;nbsp;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;):&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
	&lt;a href="/view.aspx?sf=234293_post/Polynomial_function_of_a_random_variable_1.mw"&gt;Polynomial_function_of_a_random_variable_1.mw&lt;/a&gt;&lt;span style="font-size:14px;"&gt;, &lt;/span&gt;&lt;br&gt;
	&lt;a href="/view.aspx?sf=234293_post/Polynomial_function_of_a_random_variable_2.mw"&gt;Polynomial_function_of_a_random_variable_2.mw&lt;/a&gt;&lt;span style="font-size:14px;"&gt;, &lt;/span&gt;&lt;br&gt;
	&lt;a href="/view.aspx?sf=234293_post/Polynomial_function_of_a_random_variable_3.mw"&gt;Polynomial_function_of_a_random_variable_3.mw&lt;/a&gt;&lt;/span&gt;&lt;br&gt;
	&amp;nbsp;&lt;/li&gt;
	&lt;li&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Two examples where the support o &lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt; &lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;is unbounded&lt;/span&gt;&lt;/span&gt;&amp;nbsp;examples and&amp;nbsp;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&amp;nbsp;=&amp;nbsp;&lt;em&gt;&lt;strong&gt;sine&lt;/strong&gt;&lt;/em&gt;. Here&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;an infinity number of branches must be accounted for, one of these two examples (&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; ~ Exponential) can be treated in a comple analytic way while the other&amp;nbsp;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; ~ Normal) cannot thus leading to a truncated approximation of &lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;) pdf.&lt;/span&gt;&lt;br&gt;
	&lt;a href="/view.aspx?sf=234293_post/Infinte_support_sine.mw"&gt;Infinte_support_sine.mw&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;br&gt;
&lt;br&gt;
&lt;strong&gt;OPEN QUESTION&lt;/strong&gt;&lt;br&gt;
&lt;br&gt;
&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;Tracing&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:14px;"&gt;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt;&lt;/span&gt;&amp;nbsp;reveals an already complex algorithm designed to handle a broad variety of &amp;quot;canonical&amp;quot; situations. Even this the algorithm fails in almost all non-toy-problem such as this compilation proves &lt;/span&gt;&lt;a href="/view.aspx?sf=234293_post/Maple_failures.mw"&gt;Maple_failures.mw&lt;/a&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;.&lt;br&gt;
&lt;span style="font-size:14px;"&gt;At first sight, there seems to be a contradiction between the (apparent?) simplicity with which one can obtain, by hand in sometimes in an ad hoc way, the expression of pdf(&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;(&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;)&lt;span style="font-size:14px;"&gt;), whether it is exact or truncated, and the complexity of the &lt;strong&gt;Statistics:-PDF&amp;nbsp;&lt;/strong&gt;algorithm, which results in failure in all non trivial cases.&lt;br&gt;
&lt;br&gt;
This observation leads to the important question &amp;quot;Is it possible to rewrite&amp;nbsp;&lt;strong&gt;Statistics:-PDF&lt;/strong&gt; in order to enlarge its domain of success?&amp;quot;.&lt;br&gt;
I have the feeling that this means designing an algorithm which focuses more on mimicing the human reasoning than identifying &amp;quot;canonical&amp;quot; situations (as it is done today).&amp;nbsp;&lt;br&gt;
An AI-driven algorithm maybe?&lt;br&gt;
&lt;br&gt;
I repeat here that the maths are very simple, and all the more simple if you represent the random variable&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;as a mixture of components &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;1&lt;/sub&gt;, ...&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;B&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;,&amp;nbsp;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;both having the same (truncated) distribution than &lt;/span&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;, and whose supports identify to the intervals of definition of the B branches of&amp;nbsp;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span style="font-size:16px;"&gt;&lt;span class="mainBody document"&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; over the whole support of &lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;.&lt;br&gt;
The only difficulty lies in the identification of these branches and in the construction of the functions&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;sup&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;(-1)&lt;/span&gt;&lt;/span&gt;&lt;/sup&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&amp;nbsp;over the supports of each&amp;nbsp;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;strong&gt;&lt;span style="font-family:Times New Roman,Times,serif;"&gt;&lt;span class="mainBody document"&gt;X&lt;/span&gt;&lt;/span&gt;&lt;/strong&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;span class="mainBody document"&gt;&lt;sub&gt;b&lt;/sub&gt;&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;.&lt;br&gt;
&lt;br&gt;
I have no answer to this question.&lt;/span&gt;&lt;/p&gt;
</description>
      <guid>234293</guid>
      <pubDate>Tue, 03 Mar 2026 09:04:46 Z</pubDate>
      <itunes:author>sand15</itunes:author>
      <author>sand15</author>
    </item>
    <item>
      <title>A Maple 2015 bug </title>
      <link>http://www.mapleprimes.com/questions/242114-A-Maple-2015-Bug-?ref=Feed:MaplePrimes:Version Maple 2015</link>
      <itunes:summary>&lt;p&gt;This is a report of a Maple_2015&amp;#39;s bug, apparently fixed in more recent versions, but which may have persisted for a few versions beyond 2015.&lt;br&gt;
I don&amp;#39;t think it&amp;#39;s necessary to fill out an RCS form.&lt;/p&gt;

&lt;p&gt;All started with an error in my code which was balanced by a maple 2015 bug. So I didn&amp;#39;t see any error until I sent my code to&amp;nbsp;&lt;span style="word-wrap: break-word;"&gt;&lt;a href="https://www.mapleprimes.com/questions/242075-Symbolic-Regression-Canhas-This-Be#comment314066"&gt;@C_R&lt;/a&gt;&amp;nbsp;&lt;/span&gt;&amp;nbsp;who uses a newer Maple version.&lt;br&gt;
More precisely, in my Maple 2015 code I defined a NxN matrix B, a vector A of length N, &lt;u&gt;that I mistakenly defined as a vector column&lt;/u&gt;, and finally computed the quantity R = A . B . A&lt;sup&gt;+&lt;/sup&gt;.&lt;br&gt;
Of course Maple should have fire an error.&lt;br&gt;
&lt;br&gt;
The bug is that Maple 2015 doesn&amp;#39;t fire an error if A is a float vector and B a float matrix.&lt;/p&gt;

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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;restart&lt;/span&gt;&lt;/p&gt;
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						&lt;td&gt;
						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;kernelopts(version)&lt;/span&gt;&lt;/p&gt;
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						&lt;p align="center" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;img alt="`Maple 2015.2, APPLE UNIVERSAL OSX, Dec 20 2015, Build ID 1097895`" height="23" src="/view.aspx?sf=242114_question/cdb29f12beaae5d194254400216627d8.gif" style="vertical-align:-6px" width="455"&gt;&lt;/p&gt;
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						&lt;td align="right" style="color:#000000; font-family:Times, serif; font-weight:bold; font-style:normal;"&gt;(1)&lt;/td&gt;
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			&lt;table style="margin-left:0px;margin-right:0px"&gt;
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						&lt;td&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;/td&gt;
						&lt;td&gt;
						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;A := Vector(2, symbol=a):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;B := Matrix(2$2, symbol=b):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;R := A.B.A^+&lt;/span&gt;&lt;/p&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;a href="http://www.maplesoft.com/support/help/errors/view.aspx?path=Error,%20(in%20LinearAlgebra%3A-Multiply)%20cannot%20multiply%20a%20column%20Vector%20and%20a%20Matrix"&gt;&lt;span style="color:#ff00ff;font-size: 100%;font-family: Courier New,monospace;font-weight:normal;font-style:normal;"&gt;&lt;u&gt;Error, (in LinearAlgebra:-Multiply) cannot multiply a column Vector and a Matrix&lt;/u&gt;&lt;/span&gt;&lt;/a&gt;&lt;/p&gt;
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						&lt;td align="right" style="color:#000000; font-family:Times, serif; font-weight:bold; font-style:normal;"&gt;&amp;nbsp;&lt;/td&gt;
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						&lt;td&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;/td&gt;
						&lt;td&gt;
						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;A := Vector(2, i -&amp;gt; i):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;B := Matrix(2$2, (i, j) -&amp;gt; i+j):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;R := A.B.A^+&lt;/span&gt;&lt;/p&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;a href="http://www.maplesoft.com/support/help/errors/view.aspx?path=Error,%20(in%20LinearAlgebra%3A-Multiply)%20cannot%20multiply%20a%20column%20Vector%20and%20a%20Matrix"&gt;&lt;span style="color:#ff00ff;font-size: 100%;font-family: Courier New,monospace;font-weight:normal;font-style:normal;"&gt;&lt;u&gt;Error, (in LinearAlgebra:-Multiply) cannot multiply a column Vector and a Matrix&lt;/u&gt;&lt;/span&gt;&lt;/a&gt;&lt;/p&gt;
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						&lt;td align="right" style="color:#000000; font-family:Times, serif; font-weight:bold; font-style:normal;"&gt;&amp;nbsp;&lt;/td&gt;
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						&lt;td&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;/td&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;A := evalf(Vector(2, i -&amp;gt; i)):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;B := evalf(Matrix(2$2, (i, j) -&amp;gt; i+j)):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;R := A.B.A^+&lt;/span&gt;&lt;/p&gt;
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						&lt;td align="right" style="color:#000000; font-family:Times, serif; font-weight:bold; font-style:normal;"&gt;(2)&lt;/td&gt;
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						&lt;td&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;/td&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;R := A^+.B.A&lt;/span&gt;&lt;/p&gt;
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						&lt;td align="right" style="color:#000000; font-family:Times, serif; font-weight:bold; font-style:normal;"&gt;(3)&lt;/td&gt;
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&lt;p&gt;&lt;a href="/view.aspx?sf=242114_question/Maple_2015_Bug.mw"&gt;Download Maple_2015_Bug.mw&lt;/a&gt;&lt;/p&gt;
</itunes:summary>
      <description>&lt;p&gt;This is a report of a Maple_2015&amp;#39;s bug, apparently fixed in more recent versions, but which may have persisted for a few versions beyond 2015.&lt;br&gt;
I don&amp;#39;t think it&amp;#39;s necessary to fill out an RCS form.&lt;/p&gt;

&lt;p&gt;All started with an error in my code which was balanced by a maple 2015 bug. So I didn&amp;#39;t see any error until I sent my code to&amp;nbsp;&lt;span id="answers_CommentList_comments_ctrl6_commentItem_body" style="word-wrap: break-word;"&gt;&lt;a href="https://www.mapleprimes.com/questions/242075-Symbolic-Regression-Canhas-This-Be#comment314066"&gt;@C_R&lt;/a&gt;&amp;nbsp;&lt;/span&gt;&amp;nbsp;who uses a newer Maple version.&lt;br&gt;
More precisely, in my Maple 2015 code I defined a NxN matrix B, a vector A of length N, &lt;u&gt;that I mistakenly defined as a vector column&lt;/u&gt;, and finally computed the quantity R = A . B . A&lt;sup&gt;+&lt;/sup&gt;.&lt;br&gt;
Of course Maple should have fire an error.&lt;br&gt;
&lt;br&gt;
The bug is that Maple 2015 doesn&amp;#39;t fire an error if A is a float vector and B a float matrix.&lt;/p&gt;

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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;kernelopts(version)&lt;/span&gt;&lt;/p&gt;
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						&lt;p align="center" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;img alt="`Maple 2015.2, APPLE UNIVERSAL OSX, Dec 20 2015, Build ID 1097895`" height="23" src="/view.aspx?sf=242114_question/cdb29f12beaae5d194254400216627d8.gif" style="vertical-align:-6px" width="455"&gt;&lt;/p&gt;
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						&lt;td align="right" style="color:#000000; font-family:Times, serif; font-weight:bold; font-style:normal;"&gt;(1)&lt;/td&gt;
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						&lt;td&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;/td&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;A := Vector(2, symbol=a):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;B := Matrix(2$2, symbol=b):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;R := A.B.A^+&lt;/span&gt;&lt;/p&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;a href="http://www.maplesoft.com/support/help/errors/view.aspx?path=Error,%20(in%20LinearAlgebra%3A-Multiply)%20cannot%20multiply%20a%20column%20Vector%20and%20a%20Matrix"&gt;&lt;span style="color:#ff00ff;font-size: 100%;font-family: Courier New,monospace;font-weight:normal;font-style:normal;"&gt;&lt;u&gt;Error, (in LinearAlgebra:-Multiply) cannot multiply a column Vector and a Matrix&lt;/u&gt;&lt;/span&gt;&lt;/a&gt;&lt;/p&gt;
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						&lt;td&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;/td&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;A := Vector(2, i -&amp;gt; i):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;B := Matrix(2$2, (i, j) -&amp;gt; i+j):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;R := A.B.A^+&lt;/span&gt;&lt;/p&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;a href="http://www.maplesoft.com/support/help/errors/view.aspx?path=Error,%20(in%20LinearAlgebra%3A-Multiply)%20cannot%20multiply%20a%20column%20Vector%20and%20a%20Matrix"&gt;&lt;span style="color:#ff00ff;font-size: 100%;font-family: Courier New,monospace;font-weight:normal;font-style:normal;"&gt;&lt;u&gt;Error, (in LinearAlgebra:-Multiply) cannot multiply a column Vector and a Matrix&lt;/u&gt;&lt;/span&gt;&lt;/a&gt;&lt;/p&gt;
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						&lt;td&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;/td&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;A := evalf(Vector(2, i -&amp;gt; i)):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;B := evalf(Matrix(2$2, (i, j) -&amp;gt; i+j)):&lt;/span&gt;&lt;br&gt;
						&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;R := A.B.A^+&lt;/span&gt;&lt;/p&gt;
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						&lt;td align="right" style="color:#000000; font-family:Times, serif; font-weight:bold; font-style:normal;"&gt;(2)&lt;/td&gt;
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						&lt;td&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;&amp;gt;&amp;nbsp;&lt;/span&gt;&lt;/td&gt;
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						&lt;p align="left" style="margin:0 0 0 0; padding-top:0px; padding-bottom:0px"&gt;&lt;span style="color:#78000e;font-size: 100%;font-family: Courier New,monospace;font-weight:bold;font-style:normal;"&gt;R := A^+.B.A&lt;/span&gt;&lt;/p&gt;
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						&lt;td align="right" style="color:#000000; font-family:Times, serif; font-weight:bold; font-style:normal;"&gt;(3)&lt;/td&gt;
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&lt;p&gt;&lt;a href="/view.aspx?sf=242114_question/Maple_2015_Bug.mw"&gt;Download Maple_2015_Bug.mw&lt;/a&gt;&lt;/p&gt;
</description>
      <guid>242114</guid>
      <pubDate>Mon, 22 Dec 2025 16:37:35 Z</pubDate>
      <itunes:author>sand15</itunes:author>
      <author>sand15</author>
    </item>
    <item>
      <title>A solve/parametric example, with assumptions</title>
      <link>http://www.mapleprimes.com/questions/241896-A-Solveparametric-Example-With-Assumptions?ref=Feed:MaplePrimes:Version Maple 2015</link>
      <itunes:summary>&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family: Verdana, Geneva, sans-serif;"&gt;At the beginning was this problem asked to 11th-12th Grade students:&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&amp;nbsp;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0); margin-left: 40px;"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Let C a vertical cylinder of radius R&lt;sub&gt;C&lt;/sub&gt;&amp;nbsp;= 10,&amp;nbsp;and S a steel sphere of radius R = 4.&lt;br&gt;
We place S into C and fill it with water up to the moment the water reaches the top of S.&lt;br&gt;
Let V the volume of the water we used.&lt;br&gt;
We then remove S and replaces it by another steel sphere S&amp;#39; with radius R&amp;#39; &amp;lt;&amp;gt; 4. Could it be that the free surface of the water reaches exactly the top of S&amp;#39;?&lt;br&gt;
If it is so what is then the value of R&amp;#39;?&lt;br&gt;
&lt;br&gt;
Mathematically does the equation (R&lt;sub&gt;C&lt;/sub&gt;&lt;sup&gt;2&lt;/sup&gt;)&lt;sup&gt;&amp;nbsp;&lt;/sup&gt;⨯ (2R) - (4 R&lt;sub&gt;S&lt;/sub&gt;&lt;sup&gt;3&lt;/sup&gt;/3) = (R&lt;sub&gt;C&lt;/sub&gt;&lt;sup&gt;2&lt;/sup&gt;)&lt;sup&gt;&amp;nbsp;&lt;/sup&gt;⨯ (2R&amp;#39;) - (4/3 R&lt;sup&gt;&amp;#39;3&lt;/sup&gt;), where R&lt;sub&gt;C&lt;/sub&gt;&amp;nbsp;= 10 and R = 4, have other strictly positive solutions than the trivial one R&amp;#39; = R?&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;br&gt;
&lt;span class="mainBody document"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;The answer here is yes: R&amp;#39; = 552&lt;sup&gt;1/2&lt;/sup&gt;&amp;nbsp;-2 &amp;cong; 9.7473.. .&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;When I read this problem, I immediately asked myself the following question &amp;quot;Does a second sphere S&amp;#39; always exists whatever the values R&lt;sub&gt;C&lt;/sub&gt;&amp;nbsp;&amp;gt; 0 and R &lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;∊&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; (0, R&lt;sub&gt;C&lt;/sub&gt;]?&amp;quot;.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;In the attached worksheet I used two different Maple tools to answer this question: &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;ul&gt;
	&lt;li style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;firstly&amp;nbsp;&lt;strong&gt;solve+assumptions&lt;/strong&gt;&amp;nbsp;plus&amp;nbsp;&lt;strong&gt;plots:-inequal&lt;/strong&gt;&amp;nbsp;to visualize the (R&lt;sub&gt;C&lt;/sub&gt;, R) domain where S&amp;#39; exists,&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
	&lt;li style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;next&amp;nbsp;&lt;strong&gt;solve/parametric &lt;/strong&gt;to present another way to get the characterization of&amp;nbsp;this same domain.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;The problem is that &lt;strong&gt;solve+assumptions&lt;/strong&gt;&amp;nbsp;and&amp;nbsp;&lt;strong&gt;plots:-inequal&lt;/strong&gt;&amp;nbsp;both give the same correct result but &lt;strong&gt;solve/parametric&amp;nbsp;&lt;/strong&gt;does not.&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;a href="/view.aspx?sf=241896_question/PlotsInequal_vs_SolveParametric.mw"&gt;PlotsInequal_vs_SolveParametric.mw&lt;/a&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;For this specific problem &lt;strong&gt;solve/parametric&amp;nbsp;&lt;/strong&gt;fails finding the correct result.&lt;br&gt;
Is that a bug or did I misuse it?&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Thanks in advance&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
</itunes:summary>
      <description>&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family: Verdana, Geneva, sans-serif;"&gt;At the beginning was this problem asked to 11th-12th Grade students:&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&amp;nbsp;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0); margin-left: 40px;"&gt;&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Let C a vertical cylinder of radius R&lt;sub&gt;C&lt;/sub&gt;&amp;nbsp;= 10,&amp;nbsp;and S a steel sphere of radius R = 4.&lt;br&gt;
We place S into C and fill it with water up to the moment the water reaches the top of S.&lt;br&gt;
Let V the volume of the water we used.&lt;br&gt;
We then remove S and replaces it by another steel sphere S&amp;#39; with radius R&amp;#39; &amp;lt;&amp;gt; 4. Could it be that the free surface of the water reaches exactly the top of S&amp;#39;?&lt;br&gt;
If it is so what is then the value of R&amp;#39;?&lt;br&gt;
&lt;br&gt;
Mathematically does the equation (R&lt;sub&gt;C&lt;/sub&gt;&lt;sup&gt;2&lt;/sup&gt;)&lt;sup&gt;&amp;nbsp;&lt;/sup&gt;⨯ (2R) - (4 R&lt;sub&gt;S&lt;/sub&gt;&lt;sup&gt;3&lt;/sup&gt;/3) = (R&lt;sub&gt;C&lt;/sub&gt;&lt;sup&gt;2&lt;/sup&gt;)&lt;sup&gt;&amp;nbsp;&lt;/sup&gt;⨯ (2R&amp;#39;) - (4/3 R&lt;sup&gt;&amp;#39;3&lt;/sup&gt;), where R&lt;sub&gt;C&lt;/sub&gt;&amp;nbsp;= 10 and R = 4, have other strictly positive solutions than the trivial one R&amp;#39; = R?&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;br&gt;
&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;The answer here is yes: R&amp;#39; = 552&lt;sup&gt;1/2&lt;/sup&gt;&amp;nbsp;-2 &amp;cong; 9.7473.. .&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;When I read this problem, I immediately asked myself the following question &amp;quot;Does a second sphere S&amp;#39; always exists whatever the values R&lt;sub&gt;C&lt;/sub&gt;&amp;nbsp;&amp;gt; 0 and R &lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:16px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;∊&lt;/span&gt;&lt;/span&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt; (0, R&lt;sub&gt;C&lt;/sub&gt;]?&amp;quot;.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; orphans: auto; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; widows: auto; word-spacing: 0px; -webkit-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;In the attached worksheet I used two different Maple tools to answer this question: &lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;ul&gt;
	&lt;li style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;firstly&amp;nbsp;&lt;strong&gt;solve+assumptions&lt;/strong&gt;&amp;nbsp;plus&amp;nbsp;&lt;strong&gt;plots:-inequal&lt;/strong&gt;&amp;nbsp;to visualize the (R&lt;sub&gt;C&lt;/sub&gt;, R) domain where S&amp;#39; exists,&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
	&lt;li style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;&lt;span style="font-size:14px;"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;next&amp;nbsp;&lt;strong&gt;solve/parametric &lt;/strong&gt;to present another way to get the characterization of&amp;nbsp;this same domain.&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/li&gt;
&lt;/ul&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document" id="ctl00_MainContent_body"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;The problem is that &lt;strong&gt;solve+assumptions&lt;/strong&gt;&amp;nbsp;and&amp;nbsp;&lt;strong&gt;plots:-inequal&lt;/strong&gt;&amp;nbsp;both give the same correct result but &lt;strong&gt;solve/parametric&amp;nbsp;&lt;/strong&gt;does not.&lt;/span&gt;&lt;/span&gt;&lt;br&gt;
&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;&lt;a href="/view.aspx?sf=241896_question/PlotsInequal_vs_SolveParametric.mw"&gt;PlotsInequal_vs_SolveParametric.mw&lt;/a&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;For this specific problem &lt;strong&gt;solve/parametric&amp;nbsp;&lt;/strong&gt;fails finding the correct result.&lt;br&gt;
Is that a bug or did I misuse it?&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;

&lt;p style="font-family: -apple-system-font; font-size: 12px; font-style: normal; font-variant-caps: normal; font-weight: normal; letter-spacing: normal; text-align: start; text-indent: 0px; text-transform: none; white-space: normal; word-spacing: 0px; -moz-text-size-adjust: auto; -webkit-text-stroke-width: 0px; text-decoration: none; caret-color: rgb(0, 0, 0); color: rgb(0, 0, 0);"&gt;&lt;span style="font-size:14px;"&gt;&lt;span class="mainBody document"&gt;&lt;span style="font-family:Verdana,Geneva,sans-serif;"&gt;Thanks in advance&lt;/span&gt;&lt;/span&gt;&lt;/span&gt;&lt;/p&gt;
</description>
      <guid>241896</guid>
      <pubDate>Mon, 20 Oct 2025 19:53:07 Z</pubDate>
      <itunes:author>sand15</itunes:author>
      <author>sand15</author>
    </item>
    <item>
      <title>modified Bessel function of the third kind with index 1 </title>
      <link>http://www.mapleprimes.com/questions/240850-Modified-Bessel-Function-Of-The-Third?ref=Feed:MaplePrimes:Version Maple 2015</link>
      <itunes:summary>&lt;p&gt;I&amp;#39;m not sure of the Maple function I have to use to represent the&amp;nbsp;&lt;strong&gt;modified Bessel function of the third kind with index 1&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;The&amp;nbsp;&lt;strong&gt;Bessel function of the third kind&lt;/strong&gt; is also named the &lt;strong&gt;Hankel&lt;/strong&gt; function.&lt;/p&gt;

&lt;p&gt;I mistakenly started to use&amp;nbsp;&lt;strong&gt;&lt;u&gt;HankelH1&lt;/u&gt;&lt;/strong&gt;&amp;nbsp;or&amp;nbsp;&lt;strong&gt;&lt;u&gt;HankelH2&lt;/u&gt;&lt;/strong&gt; but quickly realized they are both complex-valued functions while the paper I&amp;#39;m working on uses a real-valued&amp;nbsp;&lt;strong&gt;modified Bessel function of the third kind&lt;/strong&gt;: finally,&amp;nbsp;does this latter exist&amp;nbsp;in Maple 2015?&lt;/p&gt;

&lt;p&gt;Thanks in advance&lt;/p&gt;
</itunes:summary>
      <description>&lt;p&gt;I&amp;#39;m not sure of the Maple function I have to use to represent the&amp;nbsp;&lt;strong&gt;modified Bessel function of the third kind with index 1&lt;/strong&gt;.&lt;/p&gt;

&lt;p&gt;The&amp;nbsp;&lt;strong&gt;Bessel function of the third kind&lt;/strong&gt; is also named the &lt;strong&gt;Hankel&lt;/strong&gt; function.&lt;/p&gt;

&lt;p&gt;I mistakenly started to use&amp;nbsp;&lt;strong&gt;&lt;u&gt;HankelH1&lt;/u&gt;&lt;/strong&gt;&amp;nbsp;or&amp;nbsp;&lt;strong&gt;&lt;u&gt;HankelH2&lt;/u&gt;&lt;/strong&gt; but quickly realized they are both complex-valued functions while the paper I&amp;#39;m working on uses a real-valued&amp;nbsp;&lt;strong&gt;modified Bessel function of the third kind&lt;/strong&gt;: finally,&amp;nbsp;does this latter exist&amp;nbsp;in Maple 2015?&lt;/p&gt;

&lt;p&gt;Thanks in advance&lt;/p&gt;
</description>
      <guid>240850</guid>
      <pubDate>Sun, 05 Oct 2025 16:58:09 Z</pubDate>
      <itunes:author>sand15</itunes:author>
      <author>sand15</author>
    </item>
  </channel>
</rss>