<!DOCTYPE html PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd"> <html> <!-- Created by GNU Texinfo 6.5, http://www.gnu.org/software/texinfo/ --> <head> <meta http-equiv="Content-Type" content="text/html; charset=utf-8"> <title>Distributions (GNU Octave (version 5.1.0))</title> <meta name="description" content="Distributions (GNU Octave (version 5.1.0))"> <meta name="keywords" content="Distributions (GNU Octave (version 5.1.0))"> <meta name="resource-type" content="document"> <meta name="distribution" content="global"> <meta name="Generator" content="makeinfo"> <link href="index.html#Top" rel="start" title="Top"> <link href="Concept-Index.html#Concept-Index" rel="index" title="Concept Index"> <link href="index.html#SEC_Contents" rel="contents" title="Table of Contents"> <link href="Statistics.html#Statistics" rel="up" title="Statistics"> <link href="Random-Number-Generation.html#Random-Number-Generation" rel="next" title="Random Number Generation"> <link href="Correlation-and-Regression-Analysis.html#Correlation-and-Regression-Analysis" rel="prev" title="Correlation and Regression Analysis"> <style type="text/css"> <!-- a.summary-letter {text-decoration: none} blockquote.indentedblock {margin-right: 0em} blockquote.smallindentedblock {margin-right: 0em; font-size: smaller} blockquote.smallquotation {font-size: smaller} div.display {margin-left: 3.2em} div.example {margin-left: 3.2em} div.lisp {margin-left: 3.2em} div.smalldisplay {margin-left: 3.2em} div.smallexample {margin-left: 3.2em} div.smalllisp {margin-left: 3.2em} kbd {font-style: oblique} pre.display {font-family: inherit} pre.format {font-family: inherit} pre.menu-comment {font-family: serif} pre.menu-preformatted {font-family: serif} pre.smalldisplay {font-family: inherit; font-size: smaller} pre.smallexample {font-size: smaller} pre.smallformat {font-family: inherit; font-size: smaller} pre.smalllisp {font-size: smaller} span.nolinebreak {white-space: nowrap} span.roman {font-family: initial; font-weight: normal} span.sansserif {font-family: sans-serif; font-weight: normal} ul.no-bullet {list-style: none} --> </style> <link rel="stylesheet" type="text/css" href="octave.css"> </head> <body lang="en"> <a name="Distributions"></a> <div class="header"> <p> Next: <a href="Random-Number-Generation.html#Random-Number-Generation" accesskey="n" rel="next">Random Number Generation</a>, Previous: <a href="Correlation-and-Regression-Analysis.html#Correlation-and-Regression-Analysis" accesskey="p" rel="prev">Correlation and Regression Analysis</a>, Up: <a href="Statistics.html#Statistics" accesskey="u" rel="up">Statistics</a> [<a href="index.html#SEC_Contents" title="Table of contents" rel="contents">Contents</a>][<a href="Concept-Index.html#Concept-Index" title="Index" rel="index">Index</a>]</p> </div> <hr> <a name="Distributions-1"></a> <h3 class="section">26.5 Distributions</h3> <p>Octave has functions for computing the Probability Density Function (PDF), the Cumulative Distribution function (CDF), and the quantile (the inverse of the CDF) for arbitrary user-defined distributions (discrete) and for experimental data (empirical). </p> <p>The following table summarizes the supported distributions (in alphabetical order). </p> <table> <thead><tr><th width="31%">Distribution</th><th width="23%">PDF</th><th width="23%">CDF</th><th width="23%">Quantile</th></tr></thead> <tr><td width="31%">Univariate Discrete Distribution</td><td width="23%"><code>discrete_pdf</code></td><td width="23%"><code>discrete_cdf</code></td><td width="23%"><code>discrete_inv</code></td></tr> <tr><td width="31%">Empirical Distribution</td><td width="23%"><code>empirical_pdf</code></td><td width="23%"><code>empirical_cdf</code></td><td width="23%"><code>empirical_inv</code></td></tr> </table> <a name="XREFdiscrete_005fpdf"></a><dl> <dt><a name="index-discrete_005fpdf"></a><em></em> <strong>discrete_pdf</strong> <em>(<var>x</var>, <var>v</var>, <var>p</var>)</em></dt> <dd><p>For each element of <var>x</var>, compute the probability density function (PDF) at <var>x</var> of a univariate discrete distribution which assumes the values in <var>v</var> with probabilities <var>p</var>. </p></dd></dl> <a name="XREFdiscrete_005fcdf"></a><dl> <dt><a name="index-discrete_005fcdf"></a><em></em> <strong>discrete_cdf</strong> <em>(<var>x</var>, <var>v</var>, <var>p</var>)</em></dt> <dd><p>For each element of <var>x</var>, compute the cumulative distribution function (CDF) at <var>x</var> of a univariate discrete distribution which assumes the values in <var>v</var> with probabilities <var>p</var>. </p></dd></dl> <a name="XREFdiscrete_005finv"></a><dl> <dt><a name="index-discrete_005finv"></a><em></em> <strong>discrete_inv</strong> <em>(<var>x</var>, <var>v</var>, <var>p</var>)</em></dt> <dd><p>For each element of <var>x</var>, compute the quantile (the inverse of the CDF) at <var>x</var> of the univariate distribution which assumes the values in <var>v</var> with probabilities <var>p</var>. </p></dd></dl> <a name="XREFempirical_005fpdf"></a><dl> <dt><a name="index-empirical_005fpdf"></a><em></em> <strong>empirical_pdf</strong> <em>(<var>x</var>, <var>data</var>)</em></dt> <dd><p>For each element of <var>x</var>, compute the probability density function (PDF) at <var>x</var> of the empirical distribution obtained from the univariate sample <var>data</var>. </p></dd></dl> <a name="XREFempirical_005fcdf"></a><dl> <dt><a name="index-empirical_005fcdf"></a><em></em> <strong>empirical_cdf</strong> <em>(<var>x</var>, <var>data</var>)</em></dt> <dd><p>For each element of <var>x</var>, compute the cumulative distribution function (CDF) at <var>x</var> of the empirical distribution obtained from the univariate sample <var>data</var>. </p></dd></dl> <a name="XREFempirical_005finv"></a><dl> <dt><a name="index-empirical_005finv"></a><em></em> <strong>empirical_inv</strong> <em>(<var>x</var>, <var>data</var>)</em></dt> <dd><p>For each element of <var>x</var>, compute the quantile (the inverse of the CDF) at <var>x</var> of the empirical distribution obtained from the univariate sample <var>data</var>. </p></dd></dl> <hr> <div class="header"> <p> Next: <a href="Random-Number-Generation.html#Random-Number-Generation" accesskey="n" rel="next">Random Number Generation</a>, Previous: <a href="Correlation-and-Regression-Analysis.html#Correlation-and-Regression-Analysis" accesskey="p" rel="prev">Correlation and Regression Analysis</a>, Up: <a href="Statistics.html#Statistics" accesskey="u" rel="up">Statistics</a> [<a href="index.html#SEC_Contents" title="Table of contents" rel="contents">Contents</a>][<a href="Concept-Index.html#Concept-Index" title="Index" rel="index">Index</a>]</p> </div> </body> </html>