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diff --git a/commons-math3-3.6.1/docs/apidocs/org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html b/commons-math3-3.6.1/docs/apidocs/org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html new file mode 100644 index 0000000..a51993a --- /dev/null +++ b/commons-math3-3.6.1/docs/apidocs/org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html @@ -0,0 +1,413 @@ +<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd"> +<!-- NewPage --> +<html lang="en"> +<head> +<meta http-equiv="Content-Type" content="text/html; charset=UTF-8"> +<title>MultivariateNormalMixtureExpectationMaximization (Apache Commons Math 3.6.1 API)</title> +<link rel="stylesheet" type="text/css" href="../../../../../../stylesheet.css" title="Style"> +</head> +<body> +<script type="text/javascript"><!-- + if (location.href.indexOf('is-external=true') == -1) { + parent.document.title="MultivariateNormalMixtureExpectationMaximization (Apache Commons Math 3.6.1 API)"; + } +//--> +</script> +<noscript> +<div>JavaScript is disabled on your browser.</div> +</noscript> +<!-- ========= START OF TOP NAVBAR ======= --> +<div class="topNav"><a name="navbar_top"> +<!-- --> +</a><a href="#skip-navbar_top" title="Skip navigation links"></a><a name="navbar_top_firstrow"> +<!-- --> +</a> +<ul class="navList" title="Navigation"> +<li><a href="../../../../../../overview-summary.html">Overview</a></li> +<li><a href="package-summary.html">Package</a></li> +<li class="navBarCell1Rev">Class</li> +<li><a href="class-use/MultivariateNormalMixtureExpectationMaximization.html">Use</a></li> +<li><a href="package-tree.html">Tree</a></li> +<li><a href="../../../../../../deprecated-list.html">Deprecated</a></li> +<li><a href="../../../../../../index-all.html">Index</a></li> +<li><a href="../../../../../../help-doc.html">Help</a></li> +</ul> +<div class="aboutLanguage"><em><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script></em></div> +</div> +<div class="subNav"> +<ul class="navList"> +<li>Prev Class</li> +<li>Next Class</li> +</ul> +<ul class="navList"> +<li><a href="../../../../../../index.html?org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html" target="_top">Frames</a></li> +<li><a href="MultivariateNormalMixtureExpectationMaximization.html" target="_top">No Frames</a></li> +</ul> +<ul class="navList" id="allclasses_navbar_top"> +<li><a href="../../../../../../allclasses-noframe.html">All Classes</a></li> +</ul> +<div> +<script type="text/javascript"><!-- + allClassesLink = document.getElementById("allclasses_navbar_top"); + if(window==top) { + allClassesLink.style.display = "block"; + } + else { + allClassesLink.style.display = "none"; + } + //--> +</script> +</div> +<div> +<ul class="subNavList"> +<li>Summary: </li> +<li>Nested | </li> +<li>Field | </li> +<li><a href="#constructor_summary">Constr</a> | </li> +<li><a href="#method_summary">Method</a></li> +</ul> +<ul class="subNavList"> +<li>Detail: </li> +<li>Field | </li> +<li><a href="#constructor_detail">Constr</a> | </li> +<li><a href="#method_detail">Method</a></li> +</ul> +</div> +<a name="skip-navbar_top"> +<!-- --> +</a></div> +<!-- ========= END OF TOP NAVBAR ========= --> +<!-- ======== START OF CLASS DATA ======== --> +<div class="header"> +<div class="subTitle">org.apache.commons.math3.distribution.fitting</div> +<h2 title="Class MultivariateNormalMixtureExpectationMaximization" class="title">Class MultivariateNormalMixtureExpectationMaximization</h2> +</div> +<div class="contentContainer"> +<ul class="inheritance"> +<li><a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">java.lang.Object</a></li> +<li> +<ul class="inheritance"> +<li>org.apache.commons.math3.distribution.fitting.MultivariateNormalMixtureExpectationMaximization</li> +</ul> +</li> +</ul> +<div class="description"> +<ul class="blockList"> +<li class="blockList"> +<hr> +<br> +<pre>public class <span class="strong">MultivariateNormalMixtureExpectationMaximization</span> +extends <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</a></pre> +<div class="block">Expectation-Maximization</a> algorithm for fitting the parameters of + multivariate normal mixture model distributions. + + This implementation is pure original code based on <a + href="https://www.ee.washington.edu/techsite/papers/documents/UWEETR-2010-0002.pdf"> + EM Demystified: An Expectation-Maximization Tutorial</a> by Yihua Chen and Maya R. Gupta, + Department of Electrical Engineering, University of Washington, Seattle, WA 98195. + It was verified using external tools like <a + href="http://cran.r-project.org/web/packages/mixtools/index.html">CRAN Mixtools</a> + (see the JUnit test cases) but it is <strong>not</strong> based on Mixtools code at all. + The discussion of the origin of this class can be seen in the comments of the <a + href="https://issues.apache.org/jira/browse/MATH-817">MATH-817</a> JIRA issue.</div> +<dl><dt><span class="strong">Since:</span></dt> + <dd>3.2</dd></dl> +</li> +</ul> +</div> +<div class="summary"> +<ul class="blockList"> +<li class="blockList"> +<!-- ======== CONSTRUCTOR SUMMARY ======== --> +<ul class="blockList"> +<li class="blockList"><a name="constructor_summary"> +<!-- --> +</a> +<h3>Constructor Summary</h3> +<table class="overviewSummary" border="0" cellpadding="3" cellspacing="0" summary="Constructor Summary table, listing constructors, and an explanation"> +<caption><span>Constructors</span><span class="tabEnd"> </span></caption> +<tr> +<th class="colOne" scope="col">Constructor and Description</th> +</tr> +<tr class="altColor"> +<td class="colOne"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html#MultivariateNormalMixtureExpectationMaximization(double[][])">MultivariateNormalMixtureExpectationMaximization</a></strong>(double[][] data)</code> +<div class="block">Creates an object to fit a multivariate normal mixture model to data.</div> +</td> +</tr> +</table> +</li> +</ul> +<!-- ========== METHOD SUMMARY =========== --> +<ul class="blockList"> +<li class="blockList"><a name="method_summary"> +<!-- --> +</a> +<h3>Method Summary</h3> +<table class="overviewSummary" border="0" cellpadding="3" cellspacing="0" summary="Method Summary table, listing methods, and an explanation"> +<caption><span>Methods</span><span class="tabEnd"> </span></caption> +<tr> +<th class="colFirst" scope="col">Modifier and Type</th> +<th class="colLast" scope="col">Method and Description</th> +</tr> +<tr class="altColor"> +<td class="colFirst"><code>static <a href="../../../../../../org/apache/commons/math3/distribution/MixtureMultivariateNormalDistribution.html" title="class in org.apache.commons.math3.distribution">MixtureMultivariateNormalDistribution</a></code></td> +<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html#estimate(double[][],%20int)">estimate</a></strong>(double[][] data, + int numComponents)</code> +<div class="block">Helper method to create a multivariate normal mixture model which can be + used to initialize <a href="../../../../../../org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html#fit(org.apache.commons.math3.distribution.MixtureMultivariateNormalDistribution)"><code>fit(MixtureMultivariateNormalDistribution)</code></a>.</div> +</td> +</tr> +<tr class="rowColor"> +<td class="colFirst"><code>void</code></td> +<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html#fit(org.apache.commons.math3.distribution.MixtureMultivariateNormalDistribution)">fit</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/MixtureMultivariateNormalDistribution.html" title="class in org.apache.commons.math3.distribution">MixtureMultivariateNormalDistribution</a> initialMixture)</code> +<div class="block">Fit a mixture model to the data supplied to the constructor.</div> +</td> +</tr> +<tr class="altColor"> +<td class="colFirst"><code>void</code></td> +<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html#fit(org.apache.commons.math3.distribution.MixtureMultivariateNormalDistribution,%20int,%20double)">fit</a></strong>(<a href="../../../../../../org/apache/commons/math3/distribution/MixtureMultivariateNormalDistribution.html" title="class in org.apache.commons.math3.distribution">MixtureMultivariateNormalDistribution</a> initialMixture, + int maxIterations, + double threshold)</code> +<div class="block">Fit a mixture model to the data supplied to the constructor.</div> +</td> +</tr> +<tr class="rowColor"> +<td class="colFirst"><code><a href="../../../../../../org/apache/commons/math3/distribution/MixtureMultivariateNormalDistribution.html" title="class in org.apache.commons.math3.distribution">MixtureMultivariateNormalDistribution</a></code></td> +<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html#getFittedModel()">getFittedModel</a></strong>()</code> +<div class="block">Gets the fitted model.</div> +</td> +</tr> +<tr class="altColor"> +<td class="colFirst"><code>double</code></td> +<td class="colLast"><code><strong><a href="../../../../../../org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html#getLogLikelihood()">getLogLikelihood</a></strong>()</code> +<div class="block">Gets the log likelihood of the data under the fitted model.</div> +</td> +</tr> +</table> +<ul class="blockList"> +<li class="blockList"><a name="methods_inherited_from_class_java.lang.Object"> +<!-- --> +</a> +<h3>Methods inherited from class java.lang.<a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</a></h3> +<code><a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#clone()" title="class or interface in java.lang">clone</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#equals(java.lang.Object)" title="class or interface in java.lang">equals</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#finalize()" title="class or interface in java.lang">finalize</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#getClass()" title="class or interface in java.lang">getClass</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#hashCode()" title="class or interface in java.lang">hashCode</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#notify()" title="class or interface in java.lang">notify</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#notifyAll()" title="class or interface in java.lang">notifyAll</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#toString()" title="class or interface in java.lang">toString</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#wait()" title="class or interface in java.lang">wait</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#wait(long)" title="class or interface in java.lang">wait</a>, <a href="http://docs.oracle.com/javase/7/docs/api/java/lang/Object.html?is-external=true#wait(long,%20int)" title="class or interface in java.lang">wait</a></code></li> +</ul> +</li> +</ul> +</li> +</ul> +</div> +<div class="details"> +<ul class="blockList"> +<li class="blockList"> +<!-- ========= CONSTRUCTOR DETAIL ======== --> +<ul class="blockList"> +<li class="blockList"><a name="constructor_detail"> +<!-- --> +</a> +<h3>Constructor Detail</h3> +<a name="MultivariateNormalMixtureExpectationMaximization(double[][])"> +<!-- --> +</a> +<ul class="blockListLast"> +<li class="blockList"> +<h4>MultivariateNormalMixtureExpectationMaximization</h4> +<pre>public MultivariateNormalMixtureExpectationMaximization(double[][] data) + throws <a href="../../../../../../org/apache/commons/math3/exception/NotStrictlyPositiveException.html" title="class in org.apache.commons.math3.exception">NotStrictlyPositiveException</a>, + <a href="../../../../../../org/apache/commons/math3/exception/DimensionMismatchException.html" title="class in org.apache.commons.math3.exception">DimensionMismatchException</a>, + <a href="../../../../../../org/apache/commons/math3/exception/NumberIsTooSmallException.html" title="class in org.apache.commons.math3.exception">NumberIsTooSmallException</a></pre> +<div class="block">Creates an object to fit a multivariate normal mixture model to data.</div> +<dl><dt><span class="strong">Parameters:</span></dt><dd><code>data</code> - Data to use in fitting procedure</dd> +<dt><span class="strong">Throws:</span></dt> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/NotStrictlyPositiveException.html" title="class in org.apache.commons.math3.exception">NotStrictlyPositiveException</a></code> - if data has no rows</dd> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/DimensionMismatchException.html" title="class in org.apache.commons.math3.exception">DimensionMismatchException</a></code> - if rows of data have different numbers + of columns</dd> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/NumberIsTooSmallException.html" title="class in org.apache.commons.math3.exception">NumberIsTooSmallException</a></code> - if the number of columns in the data is + less than 2</dd></dl> +</li> +</ul> +</li> +</ul> +<!-- ============ METHOD DETAIL ========== --> +<ul class="blockList"> +<li class="blockList"><a name="method_detail"> +<!-- --> +</a> +<h3>Method Detail</h3> +<a name="fit(org.apache.commons.math3.distribution.MixtureMultivariateNormalDistribution, int, double)"> +<!-- --> +</a> +<ul class="blockList"> +<li class="blockList"> +<h4>fit</h4> +<pre>public void fit(<a href="../../../../../../org/apache/commons/math3/distribution/MixtureMultivariateNormalDistribution.html" title="class in org.apache.commons.math3.distribution">MixtureMultivariateNormalDistribution</a> initialMixture, + int maxIterations, + double threshold) + throws <a href="../../../../../../org/apache/commons/math3/linear/SingularMatrixException.html" title="class in org.apache.commons.math3.linear">SingularMatrixException</a>, + <a href="../../../../../../org/apache/commons/math3/exception/NotStrictlyPositiveException.html" title="class in org.apache.commons.math3.exception">NotStrictlyPositiveException</a>, + <a href="../../../../../../org/apache/commons/math3/exception/DimensionMismatchException.html" title="class in org.apache.commons.math3.exception">DimensionMismatchException</a></pre> +<div class="block">Fit a mixture model to the data supplied to the constructor. + + The quality of the fit depends on the concavity of the data provided to + the constructor and the initial mixture provided to this function. If the + data has many local optima, multiple runs of the fitting function with + different initial mixtures may be required to find the optimal solution. + If a SingularMatrixException is encountered, it is possible that another + initialization would work.</div> +<dl><dt><span class="strong">Parameters:</span></dt><dd><code>initialMixture</code> - Model containing initial values of weights and + multivariate normals</dd><dd><code>maxIterations</code> - Maximum iterations allowed for fit</dd><dd><code>threshold</code> - Convergence threshold computed as difference in + logLikelihoods between successive iterations</dd> +<dt><span class="strong">Throws:</span></dt> +<dd><code><a href="../../../../../../org/apache/commons/math3/linear/SingularMatrixException.html" title="class in org.apache.commons.math3.linear">SingularMatrixException</a></code> - if any component's covariance matrix is + singular during fitting</dd> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/NotStrictlyPositiveException.html" title="class in org.apache.commons.math3.exception">NotStrictlyPositiveException</a></code> - if numComponents is less than one + or threshold is less than Double.MIN_VALUE</dd> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/DimensionMismatchException.html" title="class in org.apache.commons.math3.exception">DimensionMismatchException</a></code> - if initialMixture mean vector and data + number of columns are not equal</dd></dl> +</li> +</ul> +<a name="fit(org.apache.commons.math3.distribution.MixtureMultivariateNormalDistribution)"> +<!-- --> +</a> +<ul class="blockList"> +<li class="blockList"> +<h4>fit</h4> +<pre>public void fit(<a href="../../../../../../org/apache/commons/math3/distribution/MixtureMultivariateNormalDistribution.html" title="class in org.apache.commons.math3.distribution">MixtureMultivariateNormalDistribution</a> initialMixture) + throws <a href="../../../../../../org/apache/commons/math3/linear/SingularMatrixException.html" title="class in org.apache.commons.math3.linear">SingularMatrixException</a>, + <a href="../../../../../../org/apache/commons/math3/exception/NotStrictlyPositiveException.html" title="class in org.apache.commons.math3.exception">NotStrictlyPositiveException</a></pre> +<div class="block">Fit a mixture model to the data supplied to the constructor. + + The quality of the fit depends on the concavity of the data provided to + the constructor and the initial mixture provided to this function. If the + data has many local optima, multiple runs of the fitting function with + different initial mixtures may be required to find the optimal solution. + If a SingularMatrixException is encountered, it is possible that another + initialization would work.</div> +<dl><dt><span class="strong">Parameters:</span></dt><dd><code>initialMixture</code> - Model containing initial values of weights and + multivariate normals</dd> +<dt><span class="strong">Throws:</span></dt> +<dd><code><a href="../../../../../../org/apache/commons/math3/linear/SingularMatrixException.html" title="class in org.apache.commons.math3.linear">SingularMatrixException</a></code> - if any component's covariance matrix is + singular during fitting</dd> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/NotStrictlyPositiveException.html" title="class in org.apache.commons.math3.exception">NotStrictlyPositiveException</a></code> - if numComponents is less than one or + threshold is less than Double.MIN_VALUE</dd></dl> +</li> +</ul> +<a name="estimate(double[][], int)"> +<!-- --> +</a> +<ul class="blockList"> +<li class="blockList"> +<h4>estimate</h4> +<pre>public static <a href="../../../../../../org/apache/commons/math3/distribution/MixtureMultivariateNormalDistribution.html" title="class in org.apache.commons.math3.distribution">MixtureMultivariateNormalDistribution</a> estimate(double[][] data, + int numComponents) + throws <a href="../../../../../../org/apache/commons/math3/exception/NotStrictlyPositiveException.html" title="class in org.apache.commons.math3.exception">NotStrictlyPositiveException</a>, + <a href="../../../../../../org/apache/commons/math3/exception/DimensionMismatchException.html" title="class in org.apache.commons.math3.exception">DimensionMismatchException</a></pre> +<div class="block">Helper method to create a multivariate normal mixture model which can be + used to initialize <a href="../../../../../../org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html#fit(org.apache.commons.math3.distribution.MixtureMultivariateNormalDistribution)"><code>fit(MixtureMultivariateNormalDistribution)</code></a>. + + This method uses the data supplied to the constructor to try to determine + a good mixture model at which to start the fit, but it is not guaranteed + to supply a model which will find the optimal solution or even converge.</div> +<dl><dt><span class="strong">Parameters:</span></dt><dd><code>data</code> - Data to estimate distribution</dd><dd><code>numComponents</code> - Number of components for estimated mixture</dd> +<dt><span class="strong">Returns:</span></dt><dd>Multivariate normal mixture model estimated from the data</dd> +<dt><span class="strong">Throws:</span></dt> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/NumberIsTooLargeException.html" title="class in org.apache.commons.math3.exception">NumberIsTooLargeException</a></code> - if <code>numComponents</code> is greater + than the number of data rows.</dd> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/NumberIsTooSmallException.html" title="class in org.apache.commons.math3.exception">NumberIsTooSmallException</a></code> - if <code>numComponents < 2</code>.</dd> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/NotStrictlyPositiveException.html" title="class in org.apache.commons.math3.exception">NotStrictlyPositiveException</a></code> - if data has less than 2 rows</dd> +<dd><code><a href="../../../../../../org/apache/commons/math3/exception/DimensionMismatchException.html" title="class in org.apache.commons.math3.exception">DimensionMismatchException</a></code> - if rows of data have different numbers + of columns</dd></dl> +</li> +</ul> +<a name="getLogLikelihood()"> +<!-- --> +</a> +<ul class="blockList"> +<li class="blockList"> +<h4>getLogLikelihood</h4> +<pre>public double getLogLikelihood()</pre> +<div class="block">Gets the log likelihood of the data under the fitted model.</div> +<dl><dt><span class="strong">Returns:</span></dt><dd>Log likelihood of data or zero of no data has been fit</dd></dl> +</li> +</ul> +<a name="getFittedModel()"> +<!-- --> +</a> +<ul class="blockListLast"> +<li class="blockList"> +<h4>getFittedModel</h4> +<pre>public <a href="../../../../../../org/apache/commons/math3/distribution/MixtureMultivariateNormalDistribution.html" title="class in org.apache.commons.math3.distribution">MixtureMultivariateNormalDistribution</a> getFittedModel()</pre> +<div class="block">Gets the fitted model.</div> +<dl><dt><span class="strong">Returns:</span></dt><dd>fitted model or <code>null</code> if no fit has been performed yet.</dd></dl> +</li> +</ul> +</li> +</ul> +</li> +</ul> +</div> +</div> +<!-- ========= END OF CLASS DATA ========= --> +<!-- ======= START OF BOTTOM NAVBAR ====== --> +<div class="bottomNav"><a name="navbar_bottom"> +<!-- --> +</a><a href="#skip-navbar_bottom" title="Skip navigation links"></a><a name="navbar_bottom_firstrow"> +<!-- --> +</a> +<ul class="navList" title="Navigation"> +<li><a href="../../../../../../overview-summary.html">Overview</a></li> +<li><a href="package-summary.html">Package</a></li> +<li class="navBarCell1Rev">Class</li> +<li><a href="class-use/MultivariateNormalMixtureExpectationMaximization.html">Use</a></li> +<li><a href="package-tree.html">Tree</a></li> +<li><a href="../../../../../../deprecated-list.html">Deprecated</a></li> +<li><a href="../../../../../../index-all.html">Index</a></li> +<li><a href="../../../../../../help-doc.html">Help</a></li> +</ul> +<div class="aboutLanguage"><em><script type="text/javascript" src="http://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS-MML_HTMLorMML"></script></em></div> +</div> +<div class="subNav"> +<ul class="navList"> +<li>Prev Class</li> +<li>Next Class</li> +</ul> +<ul class="navList"> +<li><a href="../../../../../../index.html?org/apache/commons/math3/distribution/fitting/MultivariateNormalMixtureExpectationMaximization.html" target="_top">Frames</a></li> +<li><a href="MultivariateNormalMixtureExpectationMaximization.html" target="_top">No Frames</a></li> +</ul> +<ul class="navList" id="allclasses_navbar_bottom"> +<li><a href="../../../../../../allclasses-noframe.html">All Classes</a></li> +</ul> +<div> +<script type="text/javascript"><!-- + allClassesLink = document.getElementById("allclasses_navbar_bottom"); + if(window==top) { + allClassesLink.style.display = "block"; + } + else { + allClassesLink.style.display = "none"; + } + //--> +</script> +</div> +<div> +<ul class="subNavList"> +<li>Summary: </li> +<li>Nested | </li> +<li>Field | </li> +<li><a href="#constructor_summary">Constr</a> | </li> +<li><a href="#method_summary">Method</a></li> +</ul> +<ul class="subNavList"> +<li>Detail: </li> +<li>Field | </li> +<li><a href="#constructor_detail">Constr</a> | </li> +<li><a href="#method_detail">Method</a></li> +</ul> +</div> +<a name="skip-navbar_bottom"> +<!-- --> +</a></div> +<!-- ======== END OF BOTTOM NAVBAR ======= --> +<p class="legalCopy"><small>Copyright © 2003–2016 <a href="http://www.apache.org/">The Apache Software Foundation</a>. 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