1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110
|
<!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd">
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/>
<meta http-equiv="X-UA-Compatible" content="IE=9"/>
<title>FreeMat: RANDGAMMA Generate Gamma-Distributed Random Variable</title>
<link href="tabs.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="jquery.js"></script>
<script type="text/javascript" src="dynsections.js"></script>
<link href="navtree.css" rel="stylesheet" type="text/css"/>
<script type="text/javascript" src="resize.js"></script>
<script type="text/javascript" src="navtree.js"></script>
<script type="text/javascript">
$(document).ready(initResizable);
</script>
<link href="doxygen.css" rel="stylesheet" type="text/css" />
</head>
<body>
<div id="top"><!-- do not remove this div, it is closed by doxygen! -->
<div id="titlearea">
<table cellspacing="0" cellpadding="0">
<tbody>
<tr style="height: 56px;">
<td style="padding-left: 0.5em;">
<div id="projectname">FreeMat
</div>
</td>
</tr>
</tbody>
</table>
</div>
<!-- end header part -->
<!-- Generated by Doxygen 1.8.1.1 -->
<div id="navrow1" class="tabs">
<ul class="tablist">
<li><a href="index.html"><span>Main Page</span></a></li>
<li class="current"><a href="pages.html"><span>Related Pages</span></a></li>
</ul>
</div>
</div><!-- top -->
<div id="side-nav" class="ui-resizable side-nav-resizable">
<div id="nav-tree">
<div id="nav-tree-contents">
</div>
</div>
<div id="splitbar" style="-moz-user-select:none;"
class="ui-resizable-handle">
</div>
</div>
<script type="text/javascript">
$(document).ready(function(){initNavTree('random_randgamma.html','');});
</script>
<div id="doc-content">
<div class="header">
<div class="headertitle">
<div class="title">RANDGAMMA Generate Gamma-Distributed Random Variable </div> </div>
</div><!--header-->
<div class="contents">
<div class="textblock"><p>Section: <a class="el" href="sec_random.html">Random Number Generation</a> </p>
<h1><a class="anchor" id="Usage"></a>
Usage</h1>
<p>Generates random variables with a gamma distribution. The general syntax for its use is </p>
<pre class="fragment"> y = randgamma(a,r),
</pre><p> where <code>a</code> and <code>r</code> are vectors describing the parameters of the gamma distribution. Roughly speaking, if <code>a</code> is the mean time between changes of a Poisson random process, and we wait for the <code>r</code> change, the resulting wait time is Gamma distributed with parameters <code>a</code> and <code>r</code>. </p>
<h1><a class="anchor" id="Function"></a>
Internals</h1>
<p>The Gamma distribution arises in Poisson random processes. It represents the waiting time to the occurance of the <code>r</code>-th event in a process with mean time <code>a</code> between events. The probability distribution of a Gamma random variable is </p>
<p class="formulaDsp">
<img class="formulaDsp" alt="\[ P(x) = \frac{a^r x^{r-1} e^{-ax}}{\Gamma(r)}. \]" src="form_144.png"/>
</p>
<p> Note also that for integer values of <code>r</code> that a Gamma random variable is effectively the sum of <code>r</code> exponential random variables with parameter <code>a</code>. </p>
<h1><a class="anchor" id="Example"></a>
Example</h1>
<p>Here we use the <code>randgamma</code> function to generate Gamma-distributed random variables, and then generate them again using the <code>randexp</code> function.</p>
<pre class="fragment">--> randgamma(1,15*ones(1,9))
ans =
Columns 1 to 7
10.0227 12.4783 18.0388 21.7056 14.1249 15.9260 22.0177
Columns 8 to 9
15.9170 24.3781
--> sum(randexp(ones(15,9)))
ans =
Columns 1 to 7
14.5031 12.8908 10.5201 16.9976 9.8463 12.7479 13.6879
Columns 8 to 9
21.7005 11.4172
</pre> </div></div><!-- contents -->
</div><!-- doc-content -->
<!-- start footer part -->
<div id="nav-path" class="navpath"><!-- id is needed for treeview function! -->
<ul>
<li class="navelem"><a class="el" href="index.html">FreeMat Documentation</a></li><li class="navelem"><a class="el" href="sec_random.html">Random Number Generation</a></li>
<li class="footer">Generated on Thu Jul 25 2013 17:17:46 for FreeMat by
<a href="http://www.doxygen.org/index.html">
<img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.1.1 </li>
</ul>
</div>
</body>
</html>
|