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+<div class="header">
+<h1 title="Package" class="title">Package&nbsp;org.apache.commons.math3.fitting.leastsquares</h1>
+<div class="docSummary">
+<div class="block">This package provides algorithms that minimize the residuals
+ between observations and model values.</div>
+</div>
+<p>See:&nbsp;<a href="#package_description">Description</a></p>
+</div>
+<div class="contentContainer">
+<ul class="blockList">
+<li class="blockList">
+<table class="packageSummary" border="0" cellpadding="3" cellspacing="0" summary="Interface Summary table, listing interfaces, and an explanation">
+<caption><span>Interface Summary</span><span class="tabEnd">&nbsp;</span></caption>
+<tr>
+<th class="colFirst" scope="col">Interface</th>
+<th class="colLast" scope="col">Description</th>
+</tr>
+<tbody>
+<tr class="altColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresOptimizer.html" title="interface in org.apache.commons.math3.fitting.leastsquares">LeastSquaresOptimizer</a></td>
+<td class="colLast">
+<div class="block">An algorithm that can be applied to a non-linear least squares problem.</div>
+</td>
+</tr>
+<tr class="rowColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresOptimizer.Optimum.html" title="interface in org.apache.commons.math3.fitting.leastsquares">LeastSquaresOptimizer.Optimum</a></td>
+<td class="colLast">
+<div class="block">The optimum found by the optimizer.</div>
+</td>
+</tr>
+<tr class="altColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresProblem.html" title="interface in org.apache.commons.math3.fitting.leastsquares">LeastSquaresProblem</a></td>
+<td class="colLast">
+<div class="block">The data necessary to define a non-linear least squares problem.</div>
+</td>
+</tr>
+<tr class="rowColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresProblem.Evaluation.html" title="interface in org.apache.commons.math3.fitting.leastsquares">LeastSquaresProblem.Evaluation</a></td>
+<td class="colLast">
+<div class="block">An evaluation of a <a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresProblem.html" title="interface in org.apache.commons.math3.fitting.leastsquares"><code>LeastSquaresProblem</code></a> at a particular point.</div>
+</td>
+</tr>
+<tr class="altColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/MultivariateJacobianFunction.html" title="interface in org.apache.commons.math3.fitting.leastsquares">MultivariateJacobianFunction</a></td>
+<td class="colLast">
+<div class="block">A interface for functions that compute a vector of values and can compute their
+ derivatives (Jacobian).</div>
+</td>
+</tr>
+<tr class="rowColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/ParameterValidator.html" title="interface in org.apache.commons.math3.fitting.leastsquares">ParameterValidator</a></td>
+<td class="colLast">
+<div class="block">Interface for validating a set of model parameters.</div>
+</td>
+</tr>
+<tr class="altColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/ValueAndJacobianFunction.html" title="interface in org.apache.commons.math3.fitting.leastsquares">ValueAndJacobianFunction</a></td>
+<td class="colLast">
+<div class="block">A interface for functions that compute a vector of values and can compute their
+ derivatives (Jacobian).</div>
+</td>
+</tr>
+</tbody>
+</table>
+</li>
+<li class="blockList">
+<table class="packageSummary" border="0" cellpadding="3" cellspacing="0" summary="Class Summary table, listing classes, and an explanation">
+<caption><span>Class Summary</span><span class="tabEnd">&nbsp;</span></caption>
+<tr>
+<th class="colFirst" scope="col">Class</th>
+<th class="colLast" scope="col">Description</th>
+</tr>
+<tbody>
+<tr class="altColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/AbstractEvaluation.html" title="class in org.apache.commons.math3.fitting.leastsquares">AbstractEvaluation</a></td>
+<td class="colLast">
+<div class="block">An implementation of <a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresProblem.Evaluation.html" title="interface in org.apache.commons.math3.fitting.leastsquares"><code>LeastSquaresProblem.Evaluation</code></a> that is designed for extension.</div>
+</td>
+</tr>
+<tr class="rowColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/EvaluationRmsChecker.html" title="class in org.apache.commons.math3.fitting.leastsquares">EvaluationRmsChecker</a></td>
+<td class="colLast">
+<div class="block">Check if an optimization has converged based on the change in computed RMS.</div>
+</td>
+</tr>
+<tr class="altColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/GaussNewtonOptimizer.html" title="class in org.apache.commons.math3.fitting.leastsquares">GaussNewtonOptimizer</a></td>
+<td class="colLast">
+<div class="block">Gauss-Newton least-squares solver.</div>
+</td>
+</tr>
+<tr class="rowColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresAdapter.html" title="class in org.apache.commons.math3.fitting.leastsquares">LeastSquaresAdapter</a></td>
+<td class="colLast">
+<div class="block">An adapter that delegates to another implementation of <a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresProblem.html" title="interface in org.apache.commons.math3.fitting.leastsquares"><code>LeastSquaresProblem</code></a>.</div>
+</td>
+</tr>
+<tr class="altColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresBuilder.html" title="class in org.apache.commons.math3.fitting.leastsquares">LeastSquaresBuilder</a></td>
+<td class="colLast">
+<div class="block">A mutable builder for <a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresProblem.html" title="interface in org.apache.commons.math3.fitting.leastsquares"><code>LeastSquaresProblem</code></a>s.</div>
+</td>
+</tr>
+<tr class="rowColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresFactory.html" title="class in org.apache.commons.math3.fitting.leastsquares">LeastSquaresFactory</a></td>
+<td class="colLast">
+<div class="block">A Factory for creating <a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresProblem.html" title="interface in org.apache.commons.math3.fitting.leastsquares"><code>LeastSquaresProblem</code></a>s.</div>
+</td>
+</tr>
+<tr class="altColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LevenbergMarquardtOptimizer.html" title="class in org.apache.commons.math3.fitting.leastsquares">LevenbergMarquardtOptimizer</a></td>
+<td class="colLast">
+<div class="block">This class solves a least-squares problem using the Levenberg-Marquardt
+ algorithm.</div>
+</td>
+</tr>
+</tbody>
+</table>
+</li>
+<li class="blockList">
+<table class="packageSummary" border="0" cellpadding="3" cellspacing="0" summary="Enum Summary table, listing enums, and an explanation">
+<caption><span>Enum Summary</span><span class="tabEnd">&nbsp;</span></caption>
+<tr>
+<th class="colFirst" scope="col">Enum</th>
+<th class="colLast" scope="col">Description</th>
+</tr>
+<tbody>
+<tr class="altColor">
+<td class="colFirst"><a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/GaussNewtonOptimizer.Decomposition.html" title="enum in org.apache.commons.math3.fitting.leastsquares">GaussNewtonOptimizer.Decomposition</a></td>
+<td class="colLast">
+<div class="block">The decomposition algorithm to use to solve the normal equations.</div>
+</td>
+</tr>
+</tbody>
+</table>
+</li>
+</ul>
+<a name="package_description">
+<!-- -->
+</a>
+<h2 title="Package org.apache.commons.math3.fitting.leastsquares Description">Package org.apache.commons.math3.fitting.leastsquares Description</h2>
+<div class="block">This package provides algorithms that minimize the residuals
+ between observations and model values.
+ The <a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresOptimizer.html" title="interface in org.apache.commons.math3.fitting.leastsquares"><code>least-squares optimizers</code></a> minimize the distance (called
+ <em>cost</em> or <em>&chi;<sup>2</sup></em>) between model and
+ observations.
+
+ <br/>
+ Algorithms in this category need access to a <em>problem</em>
+ (represented by a <a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresProblem.html" title="interface in org.apache.commons.math3.fitting.leastsquares"><code>LeastSquaresProblem</code></a>).
+ Such a model predicts a set of values which the algorithm tries to match
+ with a set of given set of observed values.
+ <br/>
+ The problem can be created progressively using a <a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresBuilder.html" title="class in org.apache.commons.math3.fitting.leastsquares"><code>builder</code></a> or it can
+ be created at once using a <a href="../../../../../../org/apache/commons/math3/fitting/leastsquares/LeastSquaresFactory.html" title="class in org.apache.commons.math3.fitting.leastsquares"><code>factory</code></a>.</div>
+<dl><dt><span class="strong">Since:</span></dt>
+ <dd>3.3</dd></dl>
+</div>
+<!-- ======= START OF BOTTOM NAVBAR ====== -->
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