diff libs/commons-math-2.1/docs/apidocs/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html @ 15:878723cc40fb

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author dwinter
date Tue, 04 Jan 2011 10:02:41 +0100
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+MultiStartDifferentiableMultivariateRealOptimizer (Commons Math 2.1 API)
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+<!-- ======== START OF CLASS DATA ======== -->
+<H2>
+<FONT SIZE="-1">
+org.apache.commons.math.optimization</FONT>
+<BR>
+Class MultiStartDifferentiableMultivariateRealOptimizer</H2>
+<PRE>
+<A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">java.lang.Object</A>
+  <IMG SRC="../../../../../resources/inherit.gif" ALT="extended by "><B>org.apache.commons.math.optimization.MultiStartDifferentiableMultivariateRealOptimizer</B>
+</PRE>
+<DL>
+<DT><B>All Implemented Interfaces:</B> <DD><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></DD>
+</DL>
+<HR>
+<DL>
+<DT><PRE>public class <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.39"><B>MultiStartDifferentiableMultivariateRealOptimizer</B></A><DT>extends <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</A><DT>implements <A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></DL>
+</PRE>
+
+<P>
+Special implementation of the <A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization"><CODE>DifferentiableMultivariateRealOptimizer</CODE></A> interface adding
+ multi-start features to an existing optimizer.
+ <p>
+ This class wraps a classical optimizer to use it several times in
+ turn with different starting points in order to avoid being trapped
+ into a local extremum when looking for a global one.
+ </p>
+<P>
+
+<P>
+<DL>
+<DT><B>Since:</B></DT>
+  <DD>2.0</DD>
+<DT><B>Version:</B></DT>
+  <DD>$Revision: 811685 $ $Date: 2009-09-05 13:36:48 -0400 (Sat, 05 Sep 2009) $</DD>
+</DL>
+<HR>
+
+<P>
+
+<!-- ======== CONSTRUCTOR SUMMARY ======== -->
+
+<A NAME="constructor_summary"><!-- --></A>
+<TABLE BORDER="1" WIDTH="100%" CELLPADDING="3" CELLSPACING="0" SUMMARY="">
+<TR BGCOLOR="#CCCCFF" CLASS="TableHeadingColor">
+<TH ALIGN="left" COLSPAN="2"><FONT SIZE="+2">
+<B>Constructor Summary</B></FONT></TH>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#MultiStartDifferentiableMultivariateRealOptimizer(org.apache.commons.math.optimization.DifferentiableMultivariateRealOptimizer, int, org.apache.commons.math.random.RandomVectorGenerator)">MultiStartDifferentiableMultivariateRealOptimizer</A></B>(<A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A>&nbsp;optimizer,
+                                                                                                   int&nbsp;starts,
+                                                                                                   <A HREF="../../../../../org/apache/commons/math/random/RandomVectorGenerator.html" title="interface in org.apache.commons.math.random">RandomVectorGenerator</A>&nbsp;generator)</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Create a multi-start optimizer from a single-start optimizer</TD>
+</TR>
+</TABLE>
+&nbsp;
+<!-- ========== METHOD SUMMARY =========== -->
+
+<A NAME="method_summary"><!-- --></A>
+<TABLE BORDER="1" WIDTH="100%" CELLPADDING="3" CELLSPACING="0" SUMMARY="">
+<TR BGCOLOR="#CCCCFF" CLASS="TableHeadingColor">
+<TH ALIGN="left" COLSPAN="2"><FONT SIZE="+2">
+<B>Method Summary</B></FONT></TH>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;<A HREF="../../../../../org/apache/commons/math/optimization/RealConvergenceChecker.html" title="interface in org.apache.commons.math.optimization">RealConvergenceChecker</A></CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#getConvergenceChecker()">getConvergenceChecker</A></B>()</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Get the convergence checker.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;int</CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#getEvaluations()">getEvaluations</A></B>()</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Get the number of evaluations of the objective function.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;int</CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#getGradientEvaluations()">getGradientEvaluations</A></B>()</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Get the number of evaluations of the objective function gradient.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;int</CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#getIterations()">getIterations</A></B>()</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Get the number of iterations realized by the algorithm.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;int</CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#getMaxEvaluations()">getMaxEvaluations</A></B>()</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Get the maximal number of functions evaluations.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;int</CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#getMaxIterations()">getMaxIterations</A></B>()</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Get the maximal number of iterations of the algorithm.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;<A HREF="../../../../../org/apache/commons/math/optimization/RealPointValuePair.html" title="class in org.apache.commons.math.optimization">RealPointValuePair</A>[]</CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#getOptima()">getOptima</A></B>()</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Get all the optima found during the last call to <A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><CODE>optimize</CODE></A>.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;<A HREF="../../../../../org/apache/commons/math/optimization/RealPointValuePair.html" title="class in org.apache.commons.math.optimization">RealPointValuePair</A></CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])">optimize</A></B>(<A HREF="../../../../../org/apache/commons/math/analysis/DifferentiableMultivariateRealFunction.html" title="interface in org.apache.commons.math.analysis">DifferentiableMultivariateRealFunction</A>&nbsp;f,
+                 <A HREF="../../../../../org/apache/commons/math/optimization/GoalType.html" title="enum in org.apache.commons.math.optimization">GoalType</A>&nbsp;goalType,
+                 double[]&nbsp;startPoint)</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Optimizes an objective function.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;void</CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#setConvergenceChecker(org.apache.commons.math.optimization.RealConvergenceChecker)">setConvergenceChecker</A></B>(<A HREF="../../../../../org/apache/commons/math/optimization/RealConvergenceChecker.html" title="interface in org.apache.commons.math.optimization">RealConvergenceChecker</A>&nbsp;checker)</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Set the convergence checker.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;void</CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#setMaxEvaluations(int)">setMaxEvaluations</A></B>(int&nbsp;maxEvaluations)</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Set the maximal number of functions evaluations.</TD>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD ALIGN="right" VALIGN="top" WIDTH="1%"><FONT SIZE="-1">
+<CODE>&nbsp;void</CODE></FONT></TD>
+<TD><CODE><B><A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#setMaxIterations(int)">setMaxIterations</A></B>(int&nbsp;maxIterations)</CODE>
+
+<BR>
+&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;Set the maximal number of iterations of the algorithm.</TD>
+</TR>
+</TABLE>
+&nbsp;<A NAME="methods_inherited_from_class_java.lang.Object"><!-- --></A>
+<TABLE BORDER="1" WIDTH="100%" CELLPADDING="3" CELLSPACING="0" SUMMARY="">
+<TR BGCOLOR="#EEEEFF" CLASS="TableSubHeadingColor">
+<TH ALIGN="left"><B>Methods inherited from class java.lang.<A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true" title="class or interface in java.lang">Object</A></B></TH>
+</TR>
+<TR BGCOLOR="white" CLASS="TableRowColor">
+<TD><CODE><A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#clone()" title="class or interface in java.lang">clone</A>, <A HREF="http://java.sun.com/javase/6/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://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#finalize()" title="class or interface in java.lang">finalize</A>, <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#getClass()" title="class or interface in java.lang">getClass</A>, <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#hashCode()" title="class or interface in java.lang">hashCode</A>, <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#notify()" title="class or interface in java.lang">notify</A>, <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#notifyAll()" title="class or interface in java.lang">notifyAll</A>, <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#toString()" title="class or interface in java.lang">toString</A>, <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#wait()" title="class or interface in java.lang">wait</A>, <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#wait(long)" title="class or interface in java.lang">wait</A>, <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/Object.html?is-external=true#wait(long, int)" title="class or interface in java.lang">wait</A></CODE></TD>
+</TR>
+</TABLE>
+&nbsp;
+<P>
+
+<!-- ========= CONSTRUCTOR DETAIL ======== -->
+
+<A NAME="constructor_detail"><!-- --></A>
+<TABLE BORDER="1" WIDTH="100%" CELLPADDING="3" CELLSPACING="0" SUMMARY="">
+<TR BGCOLOR="#CCCCFF" CLASS="TableHeadingColor">
+<TH ALIGN="left" COLSPAN="1"><FONT SIZE="+2">
+<B>Constructor Detail</B></FONT></TH>
+</TR>
+</TABLE>
+
+<A NAME="MultiStartDifferentiableMultivariateRealOptimizer(org.apache.commons.math.optimization.DifferentiableMultivariateRealOptimizer, int, org.apache.commons.math.random.RandomVectorGenerator)"><!-- --></A><H3>
+MultiStartDifferentiableMultivariateRealOptimizer</H3>
+<PRE>
+public <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.77"><B>MultiStartDifferentiableMultivariateRealOptimizer</B></A>(<A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A>&nbsp;optimizer,
+                                                         int&nbsp;starts,
+                                                         <A HREF="../../../../../org/apache/commons/math/random/RandomVectorGenerator.html" title="interface in org.apache.commons.math.random">RandomVectorGenerator</A>&nbsp;generator)</PRE>
+<DL>
+<DD>Create a multi-start optimizer from a single-start optimizer
+<P>
+<DL>
+<DT><B>Parameters:</B><DD><CODE>optimizer</CODE> - single-start optimizer to wrap<DD><CODE>starts</CODE> - number of starts to perform (including the
+ first one), multi-start is disabled if value is less than or
+ equal to 1<DD><CODE>generator</CODE> - random vector generator to use for restarts</DL>
+</DL>
+
+<!-- ============ METHOD DETAIL ========== -->
+
+<A NAME="method_detail"><!-- --></A>
+<TABLE BORDER="1" WIDTH="100%" CELLPADDING="3" CELLSPACING="0" SUMMARY="">
+<TR BGCOLOR="#CCCCFF" CLASS="TableHeadingColor">
+<TH ALIGN="left" COLSPAN="1"><FONT SIZE="+2">
+<B>Method Detail</B></FONT></TH>
+</TR>
+</TABLE>
+
+<A NAME="getOptima()"><!-- --></A><H3>
+getOptima</H3>
+<PRE>
+public <A HREF="../../../../../org/apache/commons/math/optimization/RealPointValuePair.html" title="class in org.apache.commons.math.optimization">RealPointValuePair</A>[] <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.118"><B>getOptima</B></A>()
+                               throws <A HREF="http://java.sun.com/javase/6/docs/api/java/lang/IllegalStateException.html?is-external=true" title="class or interface in java.lang">IllegalStateException</A></PRE>
+<DL>
+<DD>Get all the optima found during the last call to <A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><CODE>optimize</CODE></A>.
+ <p>The optimizer stores all the optima found during a set of
+ restarts. The <A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><CODE>optimize</CODE></A> method returns the best point only. This
+ method returns all the points found at the end of each starts,
+ including the best one already returned by the <A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><CODE>optimize</CODE></A> method.
+ </p>
+ <p>
+ The returned array as one element for each start as specified
+ in the constructor. It is ordered with the results from the
+ runs that did converge first, sorted from best to worst
+ objective value (i.e in ascending order if minimizing and in
+ descending order if maximizing), followed by and null elements
+ corresponding to the runs that did not converge. This means all
+ elements will be null if the <A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><CODE>optimize</CODE></A> method did throw a <A HREF="../../../../../org/apache/commons/math/ConvergenceException.html" title="class in org.apache.commons.math"><CODE>ConvergenceException</CODE></A>).
+ This also means that if the first element is non null, it is the best
+ point found across all starts.</p>
+<P>
+<DD><DL>
+</DL>
+</DD>
+<DD><DL>
+
+<DT><B>Returns:</B><DD>array containing the optima
+<DT><B>Throws:</B>
+<DD><CODE><A HREF="http://java.sun.com/javase/6/docs/api/java/lang/IllegalStateException.html?is-external=true" title="class or interface in java.lang">IllegalStateException</A></CODE> - if <A HREF="../../../../../org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><CODE>optimize</CODE></A> has not been called</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="setMaxIterations(int)"><!-- --></A><H3>
+setMaxIterations</H3>
+<PRE>
+public void <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.126"><B>setMaxIterations</B></A>(int&nbsp;maxIterations)</PRE>
+<DL>
+<DD>Set the maximal number of iterations of the algorithm.
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#setMaxIterations(int)">setMaxIterations</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+<DT><B>Parameters:</B><DD><CODE>maxIterations</CODE> - maximal number of function calls</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="getMaxIterations()"><!-- --></A><H3>
+getMaxIterations</H3>
+<PRE>
+public int <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.131"><B>getMaxIterations</B></A>()</PRE>
+<DL>
+<DD>Get the maximal number of iterations of the algorithm.
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#getMaxIterations()">getMaxIterations</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+
+<DT><B>Returns:</B><DD>maximal number of iterations</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="getIterations()"><!-- --></A><H3>
+getIterations</H3>
+<PRE>
+public int <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.136"><B>getIterations</B></A>()</PRE>
+<DL>
+<DD>Get the number of iterations realized by the algorithm.
+ <p>
+ The number of evaluations corresponds to the last call to the
+ <A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><CODE>optimize</CODE></A>
+ method. It is 0 if the method has not been called yet.
+ </p>
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#getIterations()">getIterations</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+
+<DT><B>Returns:</B><DD>number of iterations</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="setMaxEvaluations(int)"><!-- --></A><H3>
+setMaxEvaluations</H3>
+<PRE>
+public void <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.141"><B>setMaxEvaluations</B></A>(int&nbsp;maxEvaluations)</PRE>
+<DL>
+<DD>Set the maximal number of functions evaluations.
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#setMaxEvaluations(int)">setMaxEvaluations</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+<DT><B>Parameters:</B><DD><CODE>maxEvaluations</CODE> - maximal number of function evaluations</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="getMaxEvaluations()"><!-- --></A><H3>
+getMaxEvaluations</H3>
+<PRE>
+public int <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.146"><B>getMaxEvaluations</B></A>()</PRE>
+<DL>
+<DD>Get the maximal number of functions evaluations.
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#getMaxEvaluations()">getMaxEvaluations</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+
+<DT><B>Returns:</B><DD>maximal number of functions evaluations</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="getEvaluations()"><!-- --></A><H3>
+getEvaluations</H3>
+<PRE>
+public int <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.151"><B>getEvaluations</B></A>()</PRE>
+<DL>
+<DD>Get the number of evaluations of the objective function.
+ <p>
+ The number of evaluations corresponds to the last call to the
+ <A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><CODE>optimize</CODE></A>
+ method. It is 0 if the method has not been called yet.
+ </p>
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#getEvaluations()">getEvaluations</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+
+<DT><B>Returns:</B><DD>number of evaluations of the objective function</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="getGradientEvaluations()"><!-- --></A><H3>
+getGradientEvaluations</H3>
+<PRE>
+public int <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.156"><B>getGradientEvaluations</B></A>()</PRE>
+<DL>
+<DD>Get the number of evaluations of the objective function gradient.
+ <p>
+ The number of evaluations corresponds to the last call to the
+ <A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><CODE>optimize</CODE></A>
+ method. It is 0 if the method has not been called yet.
+ </p>
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#getGradientEvaluations()">getGradientEvaluations</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+
+<DT><B>Returns:</B><DD>number of evaluations of the objective function gradient</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="setConvergenceChecker(org.apache.commons.math.optimization.RealConvergenceChecker)"><!-- --></A><H3>
+setConvergenceChecker</H3>
+<PRE>
+public void <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.161"><B>setConvergenceChecker</B></A>(<A HREF="../../../../../org/apache/commons/math/optimization/RealConvergenceChecker.html" title="interface in org.apache.commons.math.optimization">RealConvergenceChecker</A>&nbsp;checker)</PRE>
+<DL>
+<DD>Set the convergence checker.
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#setConvergenceChecker(org.apache.commons.math.optimization.RealConvergenceChecker)">setConvergenceChecker</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+<DT><B>Parameters:</B><DD><CODE>checker</CODE> - object to use to check for convergence</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="getConvergenceChecker()"><!-- --></A><H3>
+getConvergenceChecker</H3>
+<PRE>
+public <A HREF="../../../../../org/apache/commons/math/optimization/RealConvergenceChecker.html" title="interface in org.apache.commons.math.optimization">RealConvergenceChecker</A> <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.166"><B>getConvergenceChecker</B></A>()</PRE>
+<DL>
+<DD>Get the convergence checker.
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#getConvergenceChecker()">getConvergenceChecker</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+
+<DT><B>Returns:</B><DD>object used to check for convergence</DL>
+</DD>
+</DL>
+<HR>
+
+<A NAME="optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])"><!-- --></A><H3>
+optimize</H3>
+<PRE>
+public <A HREF="../../../../../org/apache/commons/math/optimization/RealPointValuePair.html" title="class in org.apache.commons.math.optimization">RealPointValuePair</A> <A HREF="../../../../../src-html/org/apache/commons/math/optimization/MultiStartDifferentiableMultivariateRealOptimizer.html#line.171"><B>optimize</B></A>(<A HREF="../../../../../org/apache/commons/math/analysis/DifferentiableMultivariateRealFunction.html" title="interface in org.apache.commons.math.analysis">DifferentiableMultivariateRealFunction</A>&nbsp;f,
+                                   <A HREF="../../../../../org/apache/commons/math/optimization/GoalType.html" title="enum in org.apache.commons.math.optimization">GoalType</A>&nbsp;goalType,
+                                   double[]&nbsp;startPoint)
+                            throws <A HREF="../../../../../org/apache/commons/math/FunctionEvaluationException.html" title="class in org.apache.commons.math">FunctionEvaluationException</A>,
+                                   <A HREF="../../../../../org/apache/commons/math/optimization/OptimizationException.html" title="class in org.apache.commons.math.optimization">OptimizationException</A></PRE>
+<DL>
+<DD>Optimizes an objective function.
+<P>
+<DD><DL>
+<DT><B>Specified by:</B><DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html#optimize(org.apache.commons.math.analysis.DifferentiableMultivariateRealFunction, org.apache.commons.math.optimization.GoalType, double[])">optimize</A></CODE> in interface <CODE><A HREF="../../../../../org/apache/commons/math/optimization/DifferentiableMultivariateRealOptimizer.html" title="interface in org.apache.commons.math.optimization">DifferentiableMultivariateRealOptimizer</A></CODE></DL>
+</DD>
+<DD><DL>
+<DT><B>Parameters:</B><DD><CODE>f</CODE> - objective function<DD><CODE>goalType</CODE> - type of optimization goal: either <A HREF="../../../../../org/apache/commons/math/optimization/GoalType.html#MAXIMIZE"><CODE>GoalType.MAXIMIZE</CODE></A>
+ or <A HREF="../../../../../org/apache/commons/math/optimization/GoalType.html#MINIMIZE"><CODE>GoalType.MINIMIZE</CODE></A><DD><CODE>startPoint</CODE> - the start point for optimization
+<DT><B>Returns:</B><DD>the point/value pair giving the optimal value for objective function
+<DT><B>Throws:</B>
+<DD><CODE><A HREF="../../../../../org/apache/commons/math/FunctionEvaluationException.html" title="class in org.apache.commons.math">FunctionEvaluationException</A></CODE> - if the objective function throws one during
+ the search
+<DD><CODE><A HREF="../../../../../org/apache/commons/math/optimization/OptimizationException.html" title="class in org.apache.commons.math.optimization">OptimizationException</A></CODE> - if the algorithm failed to converge</DL>
+</DD>
+</DL>
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