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+<html>
+<head>
+<meta http-equiv="Content-Type" content="text/html; charset=US-ASCII">
+<title>Polygamma</title>
+<link rel="stylesheet" href="../../math.css" type="text/css">
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+<a accesskey="p" href="trigamma.html"><img src="../../../../../../doc/src/images/prev.png" alt="Prev"></a><a accesskey="u" href="../sf_gamma.html"><img src="../../../../../../doc/src/images/up.png" alt="Up"></a><a accesskey="h" href="../../index.html"><img src="../../../../../../doc/src/images/home.png" alt="Home"></a><a accesskey="n" href="gamma_ratios.html"><img src="../../../../../../doc/src/images/next.png" alt="Next"></a>
+</div>
+<div class="section">
+<div class="titlepage"><div><div><h3 class="title">
+<a name="math_toolkit.sf_gamma.polygamma"></a><a class="link" href="polygamma.html" title="Polygamma">Polygamma</a>
+</h3></div></div></div>
+<h5>
+<a name="math_toolkit.sf_gamma.polygamma.h0"></a>
+ <span class="phrase"><a name="math_toolkit.sf_gamma.polygamma.synopsis"></a></span><a class="link" href="polygamma.html#math_toolkit.sf_gamma.polygamma.synopsis">Synopsis</a>
+ </h5>
+<pre class="programlisting"><span class="preprocessor">#include</span> <span class="special">&lt;</span><span class="identifier">boost</span><span class="special">/</span><span class="identifier">math</span><span class="special">/</span><span class="identifier">special_functions</span><span class="special">/</span><span class="identifier">polygamma</span><span class="special">.</span><span class="identifier">hpp</span><span class="special">&gt;</span>
+</pre>
+<pre class="programlisting"><span class="keyword">namespace</span> <span class="identifier">boost</span><span class="special">{</span> <span class="keyword">namespace</span> <span class="identifier">math</span><span class="special">{</span>
+
+<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">&gt;</span>
+<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">polygamma</span><span class="special">(</span><span class="keyword">int</span> <span class="identifier">n</span><span class="special">,</span> <span class="identifier">T</span> <span class="identifier">z</span><span class="special">);</span>
+
+<span class="keyword">template</span> <span class="special">&lt;</span><span class="keyword">class</span> <span class="identifier">T</span><span class="special">,</span> <span class="keyword">class</span> <a class="link" href="../../policy.html" title="Chapter&#160;14.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&gt;</span>
+<a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>calculated-result-type</em></span></a> <span class="identifier">polygamma</span><span class="special">(</span><span class="keyword">int</span> <span class="identifier">n</span><span class="special">,</span> <span class="identifier">T</span> <span class="identifier">z</span><span class="special">,</span> <span class="keyword">const</span> <a class="link" href="../../policy.html" title="Chapter&#160;14.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a><span class="special">&amp;);</span>
+
+<span class="special">}}</span> <span class="comment">// namespaces</span>
+</pre>
+<h5>
+<a name="math_toolkit.sf_gamma.polygamma.h1"></a>
+ <span class="phrase"><a name="math_toolkit.sf_gamma.polygamma.description"></a></span><a class="link" href="polygamma.html#math_toolkit.sf_gamma.polygamma.description">Description</a>
+ </h5>
+<p>
+ Returns the polygamma function of <span class="emphasis"><em>x</em></span>. Polygamma is defined
+ as the n'th derivative of the digamma function:
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../equations/polygamma1.svg"></span>
+ </p>
+<p>
+ The following graphs illustrate the behaviour of the function for odd and
+ even order:
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../graphs/polygamma2.svg" align="middle"></span>
+ <span class="inlinemediaobject"><img src="../../../graphs/polygamma3.svg" align="middle"></span>
+ </p>
+<p>
+ The final <a class="link" href="../../policy.html" title="Chapter&#160;14.&#160;Policies: Controlling Precision, Error Handling etc">Policy</a> argument is optional and can
+ be used to control the behaviour of the function: how it handles errors,
+ what level of precision to use etc. Refer to the <a class="link" href="../../policy.html" title="Chapter&#160;14.&#160;Policies: Controlling Precision, Error Handling etc">policy
+ documentation for more details</a>.
+ </p>
+<p>
+ The return type of this function is computed using the <a class="link" href="../result_type.html" title="Calculation of the Type of the Result"><span class="emphasis"><em>result
+ type calculation rules</em></span></a>: the result is of type <code class="computeroutput"><span class="keyword">double</span></code> when T is an integer type, and type
+ T otherwise.
+ </p>
+<h5>
+<a name="math_toolkit.sf_gamma.polygamma.h2"></a>
+ <span class="phrase"><a name="math_toolkit.sf_gamma.polygamma.accuracy"></a></span><a class="link" href="polygamma.html#math_toolkit.sf_gamma.polygamma.accuracy">Accuracy</a>
+ </h5>
+<p>
+ The following table shows the peak errors (in units of epsilon) found on
+ various platforms with various floating point types. Unless otherwise specified
+ any floating point type that is narrower than the one shown will have <a class="link" href="../relative_error.html#math_toolkit.relative_error.zero_error">effectively zero error</a>.
+ </p>
+<div class="informaltable"><table class="table">
+<colgroup>
+<col>
+<col>
+<col>
+<col>
+</colgroup>
+<thead><tr>
+<th>
+ <p>
+ Significand Size
+ </p>
+ </th>
+<th>
+ <p>
+ Platform and Compiler
+ </p>
+ </th>
+<th>
+ <p>
+ Small-medium positive arguments
+ </p>
+ </th>
+<th>
+ <p>
+ Small-medium negative x
+ </p>
+ </th>
+</tr></thead>
+<tbody>
+<tr>
+<td>
+ <p>
+ 53
+ </p>
+ </td>
+<td>
+ <p>
+ Win32 Visual C++ 12
+ </p>
+ </td>
+<td>
+ <p>
+ Peak=5.0 Mean=1
+ </p>
+ </td>
+<td>
+ <p>
+ Peak=1200 Mean=65
+ </p>
+ </td>
+</tr>
+<tr>
+<td>
+ <p>
+ 64
+ </p>
+ </td>
+<td>
+ <p>
+ Win64 Mingw GCC
+ </p>
+ </td>
+<td>
+ <p>
+ Peak=16 Mean=3
+ </p>
+ </td>
+<td>
+ <p>
+ Peak=33 Mean=3
+ </p>
+ </td>
+</tr>
+<tr>
+<td>
+ <p>
+ 113
+ </p>
+ </td>
+<td>
+ <p>
+ Win64 Mingw GCC __float128
+ </p>
+ </td>
+<td>
+ <p>
+ Peak=6.5 Mean=1
+ </p>
+ </td>
+<td>
+ <p>
+ Peak=30 Mean=4
+ </p>
+ </td>
+</tr>
+</tbody>
+</table></div>
+<p>
+ As shown above, error rates are generally very acceptable for moderately
+ sized arguments. Error rates should stay low for exact inputs, however, please
+ note that the function becomes exceptionally sensitive to small changes in
+ input for large n and negative x, indeed for cases where <span class="emphasis"><em>n!</em></span>
+ would overflow, the function changes directly from -&#8734; to +&#8734; somewhere between
+ each negative integer - <span class="emphasis"><em>these cases are not handled correctly</em></span>.
+ </p>
+<p>
+ <span class="bold"><strong>For these reasons results should be treated with extreme
+ caution when <span class="emphasis"><em>n</em></span> is large and x negative</strong></span>.
+ </p>
+<h5>
+<a name="math_toolkit.sf_gamma.polygamma.h3"></a>
+ <span class="phrase"><a name="math_toolkit.sf_gamma.polygamma.testing"></a></span><a class="link" href="polygamma.html#math_toolkit.sf_gamma.polygamma.testing">Testing</a>
+ </h5>
+<p>
+ Testing is against Mathematica generated spot values to 35 digit precision.
+ </p>
+<h5>
+<a name="math_toolkit.sf_gamma.polygamma.h4"></a>
+ <span class="phrase"><a name="math_toolkit.sf_gamma.polygamma.implementation"></a></span><a class="link" href="polygamma.html#math_toolkit.sf_gamma.polygamma.implementation">Implementation</a>
+ </h5>
+<p>
+ For x &lt; 0 the following reflection formula is used:
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../equations/polygamma2.svg"></span>
+ </p>
+<p>
+ The n'th derivative of <span class="emphasis"><em>cot(x)</em></span> is tabulated for small
+ <span class="emphasis"><em>n</em></span>, and for larger n has the general form:
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../equations/polygamma3.svg"></span>
+ </p>
+<p>
+ The coefficients of the cosine terms can be calculated iteratively starting
+ from <span class="emphasis"><em>C<sub>1,0</sub> = -1</em></span> and then using
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../equations/polygamma7.svg"></span>
+ </p>
+<p>
+ to generate coefficients for n+1.
+ </p>
+<p>
+ Note that every other coefficient is zero, and therefore what we have are
+ even or odd polynomials depending on whether n is even or odd.
+ </p>
+<p>
+ Once x is positive then we have two methods available to us, for small x
+ we use the series expansion:
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../equations/polygamma4.svg"></span>
+ </p>
+<p>
+ Note that the evaluation of zeta functions at integer values is essentially
+ a table lookup as <a class="link" href="../zetas/zeta.html" title="Riemann Zeta Function">zeta</a> is
+ optimized for those cases.
+ </p>
+<p>
+ For large x we use the asymptotic expansion:
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../equations/polygamma5.svg"></span>
+ </p>
+<p>
+ For x in-between the two extremes we use the relation:
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../equations/polygamma6.svg"></span>
+ </p>
+<p>
+ to make x large enough for the asymptotic expansion to be used.
+ </p>
+<p>
+ There are also two special cases:
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../equations/polygamma8.svg"></span>
+ </p>
+<p>
+ <span class="inlinemediaobject"><img src="../../../equations/polygamma9.svg"></span>
+ </p>
+</div>
+<table xmlns:rev="http://www.cs.rpi.edu/~gregod/boost/tools/doc/revision" width="100%"><tr>
+<td align="left"></td>
+<td align="right"><div class="copyright-footer">Copyright &#169; 2006-2010, 2012-2014 Nikhar Agrawal,
+ Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert
+ Holin, Bruno Lalande, John Maddock, Johan R&#229;de, Gautam Sewani, Benjamin Sobotta,
+ Thijs van den Berg, Daryle Walker and Xiaogang Zhang<p>
+ Distributed under the Boost Software License, Version 1.0. (See accompanying
+ file LICENSE_1_0.txt or copy at <a href="http://www.boost.org/LICENSE_1_0.txt" target="_top">http://www.boost.org/LICENSE_1_0.txt</a>)
+ </p>
+</div></td>
+</tr></table>
+<hr>
+<div class="spirit-nav">
+<a accesskey="p" href="trigamma.html"><img src="../../../../../../doc/src/images/prev.png" alt="Prev"></a><a accesskey="u" href="../sf_gamma.html"><img src="../../../../../../doc/src/images/up.png" alt="Up"></a><a accesskey="h" href="../../index.html"><img src="../../../../../../doc/src/images/home.png" alt="Home"></a><a accesskey="n" href="gamma_ratios.html"><img src="../../../../../../doc/src/images/next.png" alt="Next"></a>
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