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|  | <html> | ||
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|  | <meta http-equiv="Content-Type" content="text/html; charset=US-ASCII"> | ||
|  | <title>Conceptual Requirements for Distribution Types</title> | ||
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|  | <div class="section"> | ||
|  | <div class="titlepage"><div><div><h2 class="title" style="clear: both"> | ||
|  | <a name="math_toolkit.dist_concept"></a><a class="link" href="dist_concept.html" title="Conceptual Requirements for Distribution Types">Conceptual Requirements for | ||
|  |     Distribution Types</a> | ||
|  | </h2></div></div></div> | ||
|  | <p> | ||
|  |       A <span class="emphasis"><em>DistributionType</em></span> is a type that implements the following | ||
|  |       conceptual requirements, and encapsulates a statistical distribution. | ||
|  |     </p> | ||
|  | <p> | ||
|  |       Please note that this documentation should not be used as a substitute for | ||
|  |       the <a class="link" href="dist_ref.html" title="Statistical Distributions Reference">reference documentation</a>, and | ||
|  |       <a class="link" href="stat_tut.html" title="Statistical Distributions Tutorial">tutorial</a> of the statistical distributions. | ||
|  |     </p> | ||
|  | <p> | ||
|  |       In the following table, <span class="emphasis"><em>d</em></span> is an object of type <code class="computeroutput"><span class="identifier">DistributionType</span></code>, <span class="emphasis"><em>cd</em></span> | ||
|  |       is an object of type <code class="computeroutput"><span class="keyword">const</span> <span class="identifier">DistributionType</span></code> | ||
|  |       and <span class="emphasis"><em>cr</em></span> is an object of a type convertible to <code class="computeroutput"><span class="identifier">RealType</span></code>. | ||
|  |     </p> | ||
|  | <div class="informaltable"><table class="table"> | ||
|  | <colgroup> | ||
|  | <col> | ||
|  | <col> | ||
|  | <col> | ||
|  | </colgroup> | ||
|  | <thead><tr> | ||
|  | <th> | ||
|  |               <p> | ||
|  |                 Expression | ||
|  |               </p> | ||
|  |             </th> | ||
|  | <th> | ||
|  |               <p> | ||
|  |                 Result Type | ||
|  |               </p> | ||
|  |             </th> | ||
|  | <th> | ||
|  |               <p> | ||
|  |                 Notes | ||
|  |               </p> | ||
|  |             </th> | ||
|  | </tr></thead> | ||
|  | <tbody> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 DistributionType::value_type | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 The real-number type <span class="emphasis"><em>RealType</em></span> upon which the | ||
|  |                 distribution operates. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 DistributionType::policy_type | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 The <a class="link" href="../policy.html" title="Chapter 15. Policies: Controlling Precision, Error Handling etc">Policy</a> to use when evaluating functions | ||
|  |                 that depend on this distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 d = cd | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Distribution& | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Distribution types are assignable. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Distribution(cd) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Distribution | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Distribution types are copy constructible. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 pdf(cd, cr) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the PDF of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 cdf(cd, cr) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the CDF of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 cdf(complement(cd, cr)) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the complement of the CDF of the distribution, the same as: | ||
|  |                 <code class="computeroutput"><span class="number">1</span><span class="special">-</span><span class="identifier">cdf</span><span class="special">(</span><span class="identifier">cd</span><span class="special">,</span> <span class="identifier">cr</span><span class="special">)</span></code> | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 quantile(cd, cr) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the quantile (or percentile) of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 quantile(complement(cd, cr)) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the quantile (or percentile) of the distribution, starting | ||
|  |                 from the complement of the probability, the same as: <code class="computeroutput"><span class="identifier">quantile</span><span class="special">(</span><span class="identifier">cd</span><span class="special">,</span> <span class="number">1</span><span class="special">-</span><span class="identifier">cr</span><span class="special">)</span></code> | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 chf(cd, cr) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the cumulative hazard function of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 hazard(cd, cr) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the hazard function of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 kurtosis(cd) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the kurtosis of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 kurtosis_excess(cd) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the kurtosis excess of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 mean(cd) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the mean of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 mode(cd) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the mode of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 skewness(cd) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the skewness of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 standard_deviation(cd) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the standard deviation of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | <tr> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 variance(cd) | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 RealType | ||
|  |               </p> | ||
|  |             </td> | ||
|  | <td> | ||
|  |               <p> | ||
|  |                 Returns the variance of the distribution. | ||
|  |               </p> | ||
|  |             </td> | ||
|  | </tr> | ||
|  | </tbody> | ||
|  | </table></div> | ||
|  | </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 © 2006-2010, 2012-2014 Nikhar Agrawal, | ||
|  |       Anton Bikineev, Paul A. Bristow, Marco Guazzone, Christopher Kormanyos, Hubert | ||
|  |       Holin, Bruno Lalande, John Maddock, Jeremy Murphy, Johan Råde, 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>) | ||
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