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<div class="titlepage"><div><div><h4 class="title">
<a name="math_toolkit.dist.stat_tut.variates"></a><a class="link" href="variates.html" title="Random Variates and Distribution Parameters"> Random Variates
        and Distribution Parameters</a>
</h4></div></div></div>
<p>
          <a href="http://en.wikipedia.org/wiki/Random_variate" target="_top">Random variates</a>
          and <a href="http://en.wikipedia.org/wiki/Parameter" target="_top">distribution parameters</a>
          are conventionally distinguished (for example in Wikipedia and Wolfram
          MathWorld by placing a semi-colon after the random variate (whose value
          you 'choose'), to separate the variate from the parameter(s) that defines
          the shape of the distribution.
        </p>
<p>
          For example, the binomial distribution has two parameters: n (the number
          of trials) and p (the probability of success on one trial). It also has
          the random variate <span class="emphasis"><em>k</em></span>: the number of successes observed.
          This means the probability density/mass function (pdf) is written as <span class="emphasis"><em>f(k;
          n, p)</em></span>.
        </p>
<p>
          Translating this into code the <code class="computeroutput"><span class="identifier">binomial_distribution</span></code>
          constructor therefore has two parameters:
        </p>
<pre class="programlisting"><span class="identifier">binomial_distribution</span><span class="special">(</span><span class="identifier">RealType</span> <span class="identifier">n</span><span class="special">,</span> <span class="identifier">RealType</span> <span class="identifier">p</span><span class="special">);</span>
</pre>
<p>
          While the function <code class="computeroutput"><span class="identifier">pdf</span></code>
          has one argument specifying the distribution type (which includes it's
          parameters, if any), and a second argument for the random variate. So taking
          our binomial distribution example, we would write:
        </p>
<pre class="programlisting"><span class="identifier">pdf</span><span class="special">(</span><span class="identifier">binomial_distribution</span><span class="special">&lt;</span><span class="identifier">RealType</span><span class="special">&gt;(</span><span class="identifier">n</span><span class="special">,</span> <span class="identifier">p</span><span class="special">),</span> <span class="identifier">k</span><span class="special">);</span>
</pre>
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<td align="right"><div class="copyright-footer">Copyright &#169; 2006 , 2007, 2008, 2009 John Maddock, Paul A. Bristow,
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        Distributed under the Boost Software License, Version 1.0. (See accompanying
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