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+<div class="header">
+<div class="subTitle">org.apache.commons.math3.optim.nonlinear.scalar.noderiv</div>
+<h2 title="Class SimplexOptimizer" class="title">Class SimplexOptimizer</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><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html" title="class in org.apache.commons.math3.optim">org.apache.commons.math3.optim.BaseOptimizer</a>&lt;PAIR&gt;</li>
+<li>
+<ul class="inheritance">
+<li><a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html" title="class in org.apache.commons.math3.optim">org.apache.commons.math3.optim.BaseMultivariateOptimizer</a>&lt;<a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a>&gt;</li>
+<li>
+<ul class="inheritance">
+<li><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar">org.apache.commons.math3.optim.nonlinear.scalar.MultivariateOptimizer</a></li>
+<li>
+<ul class="inheritance">
+<li>org.apache.commons.math3.optim.nonlinear.scalar.noderiv.SimplexOptimizer</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+<div class="description">
+<ul class="blockList">
+<li class="blockList">
+<hr>
+<br>
+<pre>public class <span class="strong">SimplexOptimizer</span>
+extends <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar">MultivariateOptimizer</a></pre>
+<div class="block">This class implements simplex-based direct search optimization.
+
+ <p>
+ Direct search methods only use objective function values, they do
+ not need derivatives and don't either try to compute approximation
+ of the derivatives. According to a 1996 paper by Margaret H. Wright
+ (<a href="http://cm.bell-labs.com/cm/cs/doc/96/4-02.ps.gz">Direct
+ Search Methods: Once Scorned, Now Respectable</a>), they are used
+ when either the computation of the derivative is impossible (noisy
+ functions, unpredictable discontinuities) or difficult (complexity,
+ computation cost). In the first cases, rather than an optimum, a
+ <em>not too bad</em> point is desired. In the latter cases, an
+ optimum is desired but cannot be reasonably found. In all cases
+ direct search methods can be useful.
+ </p>
+ <p>
+ Simplex-based direct search methods are based on comparison of
+ the objective function values at the vertices of a simplex (which is a
+ set of n+1 points in dimension n) that is updated by the algorithms
+ steps.
+ <p>
+ <p>
+ The simplex update procedure (<a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/NelderMeadSimplex.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar.noderiv"><code>NelderMeadSimplex</code></a> or
+ <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/MultiDirectionalSimplex.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar.noderiv"><code>MultiDirectionalSimplex</code></a>) must be passed to the
+ <code>optimize</code> method.
+ </p>
+ <p>
+ Each call to <code>optimize</code> will re-use the start configuration of
+ the current simplex and move it such that its first vertex is at the
+ provided start point of the optimization.
+ If the <code>optimize</code> method is called to solve a different problem
+ and the number of parameters change, the simplex must be re-initialized
+ to one with the appropriate dimensions.
+ </p>
+ <p>
+ Convergence is checked by providing the <em>worst</em> points of
+ previous and current simplex to the convergence checker, not the best
+ ones.
+ </p>
+ <p>
+ This simplex optimizer implementation does not directly support constrained
+ optimization with simple bounds; so, for such optimizations, either a more
+ dedicated algorithm must be used like
+ <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/CMAESOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar.noderiv"><code>CMAESOptimizer</code></a> or <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/BOBYQAOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar.noderiv"><code>BOBYQAOptimizer</code></a>, or the objective
+ function must be wrapped in an adapter like
+ <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateFunctionMappingAdapter.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar"><code>MultivariateFunctionMappingAdapter</code></a> or
+ <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateFunctionPenaltyAdapter.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar"><code>MultivariateFunctionPenaltyAdapter</code></a>.
+ <br/>
+ The call to <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/SimplexOptimizer.html#optimize(org.apache.commons.math3.optim.OptimizationData...)"><code>optimize</code></a> will throw
+ <a href="../../../../../../../../org/apache/commons/math3/exception/MathUnsupportedOperationException.html" title="class in org.apache.commons.math3.exception"><code>MathUnsupportedOperationException</code></a> if bounds are passed to it.
+ </p></div>
+<dl><dt><span class="strong">Since:</span></dt>
+ <dd>3.0</dd></dl>
+</li>
+</ul>
+</div>
+<div class="summary">
+<ul class="blockList">
+<li class="blockList">
+<!-- =========== FIELD SUMMARY =========== -->
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+<!-- -->
+</a>
+<h3>Field Summary</h3>
+<ul class="blockList">
+<li class="blockList"><a name="fields_inherited_from_class_org.apache.commons.math3.optim.BaseOptimizer">
+<!-- -->
+</a>
+<h3>Fields inherited from class&nbsp;org.apache.commons.math3.optim.<a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html" title="class in org.apache.commons.math3.optim">BaseOptimizer</a></h3>
+<code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#evaluations">evaluations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#iterations">iterations</a></code></li>
+</ul>
+</li>
+</ul>
+<!-- ======== 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">&nbsp;</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/optim/nonlinear/scalar/noderiv/SimplexOptimizer.html#SimplexOptimizer(org.apache.commons.math3.optim.ConvergenceChecker)">SimplexOptimizer</a></strong>(<a href="../../../../../../../../org/apache/commons/math3/optim/ConvergenceChecker.html" title="interface in org.apache.commons.math3.optim">ConvergenceChecker</a>&lt;<a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a>&gt;&nbsp;checker)</code>&nbsp;</td>
+</tr>
+<tr class="rowColor">
+<td class="colOne"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/SimplexOptimizer.html#SimplexOptimizer(double,%20double)">SimplexOptimizer</a></strong>(double&nbsp;rel,
+ double&nbsp;abs)</code>&nbsp;</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">&nbsp;</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>protected <a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a></code></td>
+<td class="colLast"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/SimplexOptimizer.html#doOptimize()">doOptimize</a></strong>()</code>
+<div class="block">Performs the bulk of the optimization algorithm.</div>
+</td>
+</tr>
+<tr class="rowColor">
+<td class="colFirst"><code><a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a></code></td>
+<td class="colLast"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/SimplexOptimizer.html#optimize(org.apache.commons.math3.optim.OptimizationData...)">optimize</a></strong>(<a href="../../../../../../../../org/apache/commons/math3/optim/OptimizationData.html" title="interface in org.apache.commons.math3.optim">OptimizationData</a>...&nbsp;optData)</code>
+<div class="block">Stores data and performs the optimization.</div>
+</td>
+</tr>
+<tr class="altColor">
+<td class="colFirst"><code>protected void</code></td>
+<td class="colLast"><code><strong><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/SimplexOptimizer.html#parseOptimizationData(org.apache.commons.math3.optim.OptimizationData...)">parseOptimizationData</a></strong>(<a href="../../../../../../../../org/apache/commons/math3/optim/OptimizationData.html" title="interface in org.apache.commons.math3.optim">OptimizationData</a>...&nbsp;optData)</code>
+<div class="block">Scans the list of (required and optional) optimization data that
+ characterize the problem.</div>
+</td>
+</tr>
+</table>
+<ul class="blockList">
+<li class="blockList"><a name="methods_inherited_from_class_org.apache.commons.math3.optim.nonlinear.scalar.MultivariateOptimizer">
+<!-- -->
+</a>
+<h3>Methods inherited from class&nbsp;org.apache.commons.math3.optim.nonlinear.scalar.<a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar">MultivariateOptimizer</a></h3>
+<code><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html#computeObjectiveValue(double[])">computeObjectiveValue</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html#getGoalType()">getGoalType</a></code></li>
+</ul>
+<ul class="blockList">
+<li class="blockList"><a name="methods_inherited_from_class_org.apache.commons.math3.optim.BaseMultivariateOptimizer">
+<!-- -->
+</a>
+<h3>Methods inherited from class&nbsp;org.apache.commons.math3.optim.<a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html" title="class in org.apache.commons.math3.optim">BaseMultivariateOptimizer</a></h3>
+<code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html#getLowerBound()">getLowerBound</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html#getStartPoint()">getStartPoint</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseMultivariateOptimizer.html#getUpperBound()">getUpperBound</a></code></li>
+</ul>
+<ul class="blockList">
+<li class="blockList"><a name="methods_inherited_from_class_org.apache.commons.math3.optim.BaseOptimizer">
+<!-- -->
+</a>
+<h3>Methods inherited from class&nbsp;org.apache.commons.math3.optim.<a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html" title="class in org.apache.commons.math3.optim">BaseOptimizer</a></h3>
+<code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getConvergenceChecker()">getConvergenceChecker</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getEvaluations()">getEvaluations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getIterations()">getIterations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getMaxEvaluations()">getMaxEvaluations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#getMaxIterations()">getMaxIterations</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#incrementEvaluationCount()">incrementEvaluationCount</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#incrementIterationCount()">incrementIterationCount</a>, <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#optimize()">optimize</a></code></li>
+</ul>
+<ul class="blockList">
+<li class="blockList"><a name="methods_inherited_from_class_java.lang.Object">
+<!-- -->
+</a>
+<h3>Methods inherited from class&nbsp;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="SimplexOptimizer(org.apache.commons.math3.optim.ConvergenceChecker)">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>SimplexOptimizer</h4>
+<pre>public&nbsp;SimplexOptimizer(<a href="../../../../../../../../org/apache/commons/math3/optim/ConvergenceChecker.html" title="interface in org.apache.commons.math3.optim">ConvergenceChecker</a>&lt;<a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a>&gt;&nbsp;checker)</pre>
+<dl><dt><span class="strong">Parameters:</span></dt><dd><code>checker</code> - Convergence checker.</dd></dl>
+</li>
+</ul>
+<a name="SimplexOptimizer(double, double)">
+<!-- -->
+</a>
+<ul class="blockListLast">
+<li class="blockList">
+<h4>SimplexOptimizer</h4>
+<pre>public&nbsp;SimplexOptimizer(double&nbsp;rel,
+ double&nbsp;abs)</pre>
+<dl><dt><span class="strong">Parameters:</span></dt><dd><code>rel</code> - Relative threshold.</dd><dd><code>abs</code> - Absolute threshold.</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="optimize(org.apache.commons.math3.optim.OptimizationData...)">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>optimize</h4>
+<pre>public&nbsp;<a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a>&nbsp;optimize(<a href="../../../../../../../../org/apache/commons/math3/optim/OptimizationData.html" title="interface in org.apache.commons.math3.optim">OptimizationData</a>...&nbsp;optData)</pre>
+<div class="block">Stores data and performs the optimization.
+ <p>
+ The list of parameters is open-ended so that sub-classes can extend it
+ with arguments specific to their concrete implementations.
+ <p>
+ When the method is called multiple times, instance data is overwritten
+ only when actually present in the list of arguments: when not specified,
+ data set in a previous call is retained (and thus is optional in
+ subsequent calls).
+ <p>
+ Important note: Subclasses <em>must</em> override
+ <a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#parseOptimizationData(org.apache.commons.math3.optim.OptimizationData...)"><code>BaseOptimizer.parseOptimizationData(OptimizationData[])</code></a> if they need to register
+ their own options; but then, they <em>must</em> also call
+ <code>super.parseOptimizationData(optData)</code> within that method.</div>
+<dl>
+<dt><strong>Overrides:</strong></dt>
+<dd><code><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html#optimize(org.apache.commons.math3.optim.OptimizationData...)">optimize</a></code>&nbsp;in class&nbsp;<code><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar">MultivariateOptimizer</a></code></dd>
+<dt><span class="strong">Parameters:</span></dt><dd><code>optData</code> - Optimization data. In addition to those documented in
+ <a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html#parseOptimizationData(org.apache.commons.math3.optim.OptimizationData...)"><code>MultivariateOptimizer</code></a>, this method will register the following data:
+ <ul>
+ <li><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/AbstractSimplex.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar.noderiv"><code>AbstractSimplex</code></a></li>
+ </ul></dd>
+<dt><span class="strong">Returns:</span></dt><dd>a point/value pair that satisfies the convergence criteria.</dd></dl>
+</li>
+</ul>
+<a name="doOptimize()">
+<!-- -->
+</a>
+<ul class="blockList">
+<li class="blockList">
+<h4>doOptimize</h4>
+<pre>protected&nbsp;<a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a>&nbsp;doOptimize()</pre>
+<div class="block">Performs the bulk of the optimization algorithm.</div>
+<dl>
+<dt><strong>Specified by:</strong></dt>
+<dd><code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html#doOptimize()">doOptimize</a></code>&nbsp;in class&nbsp;<code><a href="../../../../../../../../org/apache/commons/math3/optim/BaseOptimizer.html" title="class in org.apache.commons.math3.optim">BaseOptimizer</a>&lt;<a href="../../../../../../../../org/apache/commons/math3/optim/PointValuePair.html" title="class in org.apache.commons.math3.optim">PointValuePair</a>&gt;</code></dd>
+<dt><span class="strong">Returns:</span></dt><dd>the point/value pair giving the optimal value of the
+ objective function.</dd></dl>
+</li>
+</ul>
+<a name="parseOptimizationData(org.apache.commons.math3.optim.OptimizationData...)">
+<!-- -->
+</a>
+<ul class="blockListLast">
+<li class="blockList">
+<h4>parseOptimizationData</h4>
+<pre>protected&nbsp;void&nbsp;parseOptimizationData(<a href="../../../../../../../../org/apache/commons/math3/optim/OptimizationData.html" title="interface in org.apache.commons.math3.optim">OptimizationData</a>...&nbsp;optData)</pre>
+<div class="block">Scans the list of (required and optional) optimization data that
+ characterize the problem.</div>
+<dl>
+<dt><strong>Overrides:</strong></dt>
+<dd><code><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html#parseOptimizationData(org.apache.commons.math3.optim.OptimizationData...)">parseOptimizationData</a></code>&nbsp;in class&nbsp;<code><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/MultivariateOptimizer.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar">MultivariateOptimizer</a></code></dd>
+<dt><span class="strong">Parameters:</span></dt><dd><code>optData</code> - Optimization data.
+ The following data will be looked for:
+ <ul>
+ <li><a href="../../../../../../../../org/apache/commons/math3/optim/nonlinear/scalar/noderiv/AbstractSimplex.html" title="class in org.apache.commons.math3.optim.nonlinear.scalar.noderiv"><code>AbstractSimplex</code></a></li>
+ </ul></dd></dl>
+</li>
+</ul>
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