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<h2 title="Uses of Interface org.apache.commons.math3.distribution.RealDistribution" class="title">Uses of Interface<br>org.apache.commons.math3.distribution.RealDistribution</h2>
</div>
<div class="classUseContainer">
<ul class="blockList">
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<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing packages, and an explanation">
<caption><span>Packages that use <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a></span><span class="tabEnd">&nbsp;</span></caption>
<tr>
<th class="colFirst" scope="col">Package</th>
<th class="colLast" scope="col">Description</th>
</tr>
<tbody>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.distribution">org.apache.commons.math3.distribution</a></td>
<td class="colLast">
<div class="block">Implementations of common discrete and continuous distributions.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.ml.neuralnet">org.apache.commons.math3.ml.neuralnet</a></td>
<td class="colLast">
<div class="block">Neural networks.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><a href="#org.apache.commons.math3.random">org.apache.commons.math3.random</a></td>
<td class="colLast">
<div class="block">Random number and random data generators.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><a href="#org.apache.commons.math3.stat.inference">org.apache.commons.math3.stat.inference</a></td>
<td class="colLast">
<div class="block">Classes providing hypothesis testing.</div>
</td>
</tr>
</tbody>
</table>
</li>
<li class="blockList">
<ul class="blockList">
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<h3>Uses of <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a> in <a href="../../../../../../org/apache/commons/math3/distribution/package-summary.html">org.apache.commons.math3.distribution</a></h3>
<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing classes, and an explanation">
<caption><span>Classes in <a href="../../../../../../org/apache/commons/math3/distribution/package-summary.html">org.apache.commons.math3.distribution</a> that implement <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a></span><span class="tabEnd">&nbsp;</span></caption>
<tr>
<th class="colFirst" scope="col">Modifier and Type</th>
<th class="colLast" scope="col">Class and Description</th>
</tr>
<tbody>
<tr class="altColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/AbstractRealDistribution.html" title="class in org.apache.commons.math3.distribution">AbstractRealDistribution</a></strong></code>
<div class="block">Base class for probability distributions on the reals.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/BetaDistribution.html" title="class in org.apache.commons.math3.distribution">BetaDistribution</a></strong></code>
<div class="block">Implements the Beta distribution.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/CauchyDistribution.html" title="class in org.apache.commons.math3.distribution">CauchyDistribution</a></strong></code>
<div class="block">Implementation of the Cauchy distribution.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/ChiSquaredDistribution.html" title="class in org.apache.commons.math3.distribution">ChiSquaredDistribution</a></strong></code>
<div class="block">Implementation of the chi-squared distribution.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/EnumeratedRealDistribution.html" title="class in org.apache.commons.math3.distribution">EnumeratedRealDistribution</a></strong></code>
<div class="block">Implementation of a real-valued <a href="../../../../../../org/apache/commons/math3/distribution/EnumeratedDistribution.html" title="class in org.apache.commons.math3.distribution"><code>EnumeratedDistribution</code></a>.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/ExponentialDistribution.html" title="class in org.apache.commons.math3.distribution">ExponentialDistribution</a></strong></code>
<div class="block">Implementation of the exponential distribution.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/FDistribution.html" title="class in org.apache.commons.math3.distribution">FDistribution</a></strong></code>
<div class="block">Implementation of the F-distribution.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/GammaDistribution.html" title="class in org.apache.commons.math3.distribution">GammaDistribution</a></strong></code>
<div class="block">Implementation of the Gamma distribution.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/LevyDistribution.html" title="class in org.apache.commons.math3.distribution">LevyDistribution</a></strong></code>
<div class="block">This class implements the <a href="http://en.wikipedia.org/wiki/L%C3%A9vy_distribution">
L&eacute;vy distribution</a>.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/LogNormalDistribution.html" title="class in org.apache.commons.math3.distribution">LogNormalDistribution</a></strong></code>
<div class="block">Implementation of the log-normal (gaussian) distribution.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/NormalDistribution.html" title="class in org.apache.commons.math3.distribution">NormalDistribution</a></strong></code>
<div class="block">Implementation of the normal (gaussian) distribution.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/ParetoDistribution.html" title="class in org.apache.commons.math3.distribution">ParetoDistribution</a></strong></code>
<div class="block">Implementation of the Pareto distribution.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/TDistribution.html" title="class in org.apache.commons.math3.distribution">TDistribution</a></strong></code>
<div class="block">Implementation of Student's t-distribution.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/TriangularDistribution.html" title="class in org.apache.commons.math3.distribution">TriangularDistribution</a></strong></code>
<div class="block">Implementation of the triangular real distribution.</div>
</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/UniformRealDistribution.html" title="class in org.apache.commons.math3.distribution">UniformRealDistribution</a></strong></code>
<div class="block">Implementation of the uniform real distribution.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/WeibullDistribution.html" title="class in org.apache.commons.math3.distribution">WeibullDistribution</a></strong></code>
<div class="block">Implementation of the Weibull distribution.</div>
</td>
</tr>
</tbody>
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</li>
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<h3>Uses of <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a> in <a href="../../../../../../org/apache/commons/math3/ml/neuralnet/package-summary.html">org.apache.commons.math3.ml.neuralnet</a></h3>
<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing methods, and an explanation">
<caption><span>Methods in <a href="../../../../../../org/apache/commons/math3/ml/neuralnet/package-summary.html">org.apache.commons.math3.ml.neuralnet</a> with parameters of type <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a></span><span class="tabEnd">&nbsp;</span></caption>
<tr>
<th class="colFirst" scope="col">Modifier and Type</th>
<th class="colLast" scope="col">Method and Description</th>
</tr>
<tbody>
<tr class="altColor">
<td class="colFirst"><code>static <a href="../../../../../../org/apache/commons/math3/ml/neuralnet/FeatureInitializer.html" title="interface in org.apache.commons.math3.ml.neuralnet">FeatureInitializer</a></code></td>
<td class="colLast"><span class="strong">FeatureInitializerFactory.</span><code><strong><a href="../../../../../../org/apache/commons/math3/ml/neuralnet/FeatureInitializerFactory.html#randomize(org.apache.commons.math3.distribution.RealDistribution, org.apache.commons.math3.ml.neuralnet.FeatureInitializer)">randomize</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;random,
<a href="../../../../../../org/apache/commons/math3/ml/neuralnet/FeatureInitializer.html" title="interface in org.apache.commons.math3.ml.neuralnet">FeatureInitializer</a>&nbsp;orig)</code>
<div class="block">Adds some amount of random data to the given initializer.</div>
</td>
</tr>
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<li class="blockList"><a name="org.apache.commons.math3.random">
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<h3>Uses of <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a> in <a href="../../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a></h3>
<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing classes, and an explanation">
<caption><span>Classes in <a href="../../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> that implement <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a></span><span class="tabEnd">&nbsp;</span></caption>
<tr>
<th class="colFirst" scope="col">Modifier and Type</th>
<th class="colLast" scope="col">Class and Description</th>
</tr>
<tbody>
<tr class="altColor">
<td class="colFirst"><code>class&nbsp;</code></td>
<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/random/EmpiricalDistribution.html" title="class in org.apache.commons.math3.random">EmpiricalDistribution</a></strong></code>
<div class="block">Represents an <a href="http://http://en.wikipedia.org/wiki/Empirical_distribution_function">
empirical probability distribution</a> -- a probability distribution derived
from observed data without making any assumptions about the functional form
of the population distribution that the data come from.</div>
</td>
</tr>
</tbody>
</table>
<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing methods, and an explanation">
<caption><span>Methods in <a href="../../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> that return <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a></span><span class="tabEnd">&nbsp;</span></caption>
<tr>
<th class="colFirst" scope="col">Modifier and Type</th>
<th class="colLast" scope="col">Method and Description</th>
</tr>
<tbody>
<tr class="altColor">
<td class="colFirst"><code>protected <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a></code></td>
<td class="colLast"><span class="strong">EmpiricalDistribution.</span><code><strong><a href="../../../../../../org/apache/commons/math3/random/EmpiricalDistribution.html#getKernel(org.apache.commons.math3.stat.descriptive.SummaryStatistics)">getKernel</a></strong>(<a href="../../../../../../org/apache/commons/math3/stat/descriptive/SummaryStatistics.html" title="class in org.apache.commons.math3.stat.descriptive">SummaryStatistics</a>&nbsp;bStats)</code>
<div class="block">The within-bin smoothing kernel.</div>
</td>
</tr>
</tbody>
</table>
<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing methods, and an explanation">
<caption><span>Methods in <a href="../../../../../../org/apache/commons/math3/random/package-summary.html">org.apache.commons.math3.random</a> with parameters of type <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a></span><span class="tabEnd">&nbsp;</span></caption>
<tr>
<th class="colFirst" scope="col">Modifier and Type</th>
<th class="colLast" scope="col">Method and Description</th>
</tr>
<tbody>
<tr class="altColor">
<td class="colFirst"><code>double</code></td>
<td class="colLast"><span class="strong">RandomDataImpl.</span><code><strong><a href="../../../../../../org/apache/commons/math3/random/RandomDataImpl.html#nextInversionDeviate(org.apache.commons.math3.distribution.RealDistribution)">nextInversionDeviate</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;distribution)</code>
<div class="block"><strong>Deprecated.</strong>&nbsp;
<div class="block"><i>use the distribution's sample() method</i></div>
</div>
</td>
</tr>
</tbody>
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<h3>Uses of <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a> in <a href="../../../../../../org/apache/commons/math3/stat/inference/package-summary.html">org.apache.commons.math3.stat.inference</a></h3>
<table border="0" cellpadding="3" cellspacing="0" summary="Use table, listing methods, and an explanation">
<caption><span>Methods in <a href="../../../../../../org/apache/commons/math3/stat/inference/package-summary.html">org.apache.commons.math3.stat.inference</a> with parameters of type <a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a></span><span class="tabEnd">&nbsp;</span></caption>
<tr>
<th class="colFirst" scope="col">Modifier and Type</th>
<th class="colLast" scope="col">Method and Description</th>
</tr>
<tbody>
<tr class="altColor">
<td class="colFirst"><code>double</code></td>
<td class="colLast"><span class="strong">KolmogorovSmirnovTest.</span><code><strong><a href="../../../../../../org/apache/commons/math3/stat/inference/KolmogorovSmirnovTest.html#kolmogorovSmirnovStatistic(org.apache.commons.math3.distribution.RealDistribution, double[])">kolmogorovSmirnovStatistic</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;distribution,
double[]&nbsp;data)</code>
<div class="block">Computes the one-sample Kolmogorov-Smirnov test statistic, \(D_n=\sup_x |F_n(x)-F(x)|\) where
\(F\) is the distribution (cdf) function associated with <code>distribution</code>, \(n\) is the
length of <code>data</code> and \(F_n\) is the empirical distribution that puts mass \(1/n\) at
each of the values in <code>data</code>.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>static double</code></td>
<td class="colLast"><span class="strong">TestUtils.</span><code><strong><a href="../../../../../../org/apache/commons/math3/stat/inference/TestUtils.html#kolmogorovSmirnovStatistic(org.apache.commons.math3.distribution.RealDistribution, double[])">kolmogorovSmirnovStatistic</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;dist,
double[]&nbsp;data)</code>&nbsp;</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>double</code></td>
<td class="colLast"><span class="strong">KolmogorovSmirnovTest.</span><code><strong><a href="../../../../../../org/apache/commons/math3/stat/inference/KolmogorovSmirnovTest.html#kolmogorovSmirnovTest(org.apache.commons.math3.distribution.RealDistribution, double[])">kolmogorovSmirnovTest</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;distribution,
double[]&nbsp;data)</code>
<div class="block">Computes the <i>p-value</i>, or <i>observed significance level</i>, of a one-sample <a
href="http://en.wikipedia.org/wiki/Kolmogorov-Smirnov_test"> Kolmogorov-Smirnov test</a>
evaluating the null hypothesis that <code>data</code> conforms to <code>distribution</code>.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>static double</code></td>
<td class="colLast"><span class="strong">TestUtils.</span><code><strong><a href="../../../../../../org/apache/commons/math3/stat/inference/TestUtils.html#kolmogorovSmirnovTest(org.apache.commons.math3.distribution.RealDistribution, double[])">kolmogorovSmirnovTest</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;dist,
double[]&nbsp;data)</code>&nbsp;</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>double</code></td>
<td class="colLast"><span class="strong">KolmogorovSmirnovTest.</span><code><strong><a href="../../../../../../org/apache/commons/math3/stat/inference/KolmogorovSmirnovTest.html#kolmogorovSmirnovTest(org.apache.commons.math3.distribution.RealDistribution, double[], boolean)">kolmogorovSmirnovTest</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;distribution,
double[]&nbsp;data,
boolean&nbsp;exact)</code>
<div class="block">Computes the <i>p-value</i>, or <i>observed significance level</i>, of a one-sample <a
href="http://en.wikipedia.org/wiki/Kolmogorov-Smirnov_test"> Kolmogorov-Smirnov test</a>
evaluating the null hypothesis that <code>data</code> conforms to <code>distribution</code>.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>static double</code></td>
<td class="colLast"><span class="strong">TestUtils.</span><code><strong><a href="../../../../../../org/apache/commons/math3/stat/inference/TestUtils.html#kolmogorovSmirnovTest(org.apache.commons.math3.distribution.RealDistribution, double[], boolean)">kolmogorovSmirnovTest</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;dist,
double[]&nbsp;data,
boolean&nbsp;strict)</code>&nbsp;</td>
</tr>
<tr class="altColor">
<td class="colFirst"><code>boolean</code></td>
<td class="colLast"><span class="strong">KolmogorovSmirnovTest.</span><code><strong><a href="../../../../../../org/apache/commons/math3/stat/inference/KolmogorovSmirnovTest.html#kolmogorovSmirnovTest(org.apache.commons.math3.distribution.RealDistribution, double[], double)">kolmogorovSmirnovTest</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;distribution,
double[]&nbsp;data,
double&nbsp;alpha)</code>
<div class="block">Performs a <a href="http://en.wikipedia.org/wiki/Kolmogorov-Smirnov_test"> Kolmogorov-Smirnov
test</a> evaluating the null hypothesis that <code>data</code> conforms to <code>distribution</code>.</div>
</td>
</tr>
<tr class="rowColor">
<td class="colFirst"><code>static boolean</code></td>
<td class="colLast"><span class="strong">TestUtils.</span><code><strong><a href="../../../../../../org/apache/commons/math3/stat/inference/TestUtils.html#kolmogorovSmirnovTest(org.apache.commons.math3.distribution.RealDistribution, double[], double)">kolmogorovSmirnovTest</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/RealDistribution.html" title="interface in org.apache.commons.math3.distribution">RealDistribution</a>&nbsp;dist,
double[]&nbsp;data,
double&nbsp;alpha)</code>&nbsp;</td>
</tr>
</tbody>
</table>
</li>
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