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<h1>eoEsMutate.h</h1><div class="fragment"><pre class="fragment">00001 <span class="comment">// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; fill-column: 80; -*-</span>
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00002
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00003 <span class="comment">//-----------------------------------------------------------------------------</span>
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00004 <span class="comment">// eoESMute.h : ES mutation</span>
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00005 <span class="comment">// (c) Maarten Keijzer 2000 & GeNeura Team, 1998 for the EO part</span>
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00006 <span class="comment">// Th. Baeck 1994 and EEAAX 1999 for the ES part</span>
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00007 <span class="comment">/*</span>
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00008 <span class="comment"> This library is free software; you can redistribute it and/or</span>
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00009 <span class="comment"> modify it under the terms of the GNU Lesser General Public</span>
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00010 <span class="comment"> License as published by the Free Software Foundation; either</span>
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00011 <span class="comment"> version 2 of the License, or (at your option) any later version.</span>
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00012 <span class="comment"></span>
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00013 <span class="comment"> This library is distributed in the hope that it will be useful,</span>
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00014 <span class="comment"> but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
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00015 <span class="comment"> MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU</span>
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00016 <span class="comment"> Lesser General Public License for more details.</span>
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00017 <span class="comment"></span>
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00018 <span class="comment"> You should have received a copy of the GNU Lesser General Public</span>
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00019 <span class="comment"> License along with this library; if not, write to the Free Software</span>
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00020 <span class="comment"> Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA</span>
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00021 <span class="comment"></span>
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00022 <span class="comment"> Contact: todos@geneura.ugr.es, http://geneura.ugr.es</span>
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00023 <span class="comment"> marc.schoenauer@polytechnique.fr</span>
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00024 <span class="comment"> http://eeaax.cmap.polytchnique.fr/</span>
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00025 <span class="comment"> */</span>
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00026 <span class="comment">//-----------------------------------------------------------------------------</span>
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00027
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00028
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00029 <span class="preprocessor">#ifndef _EOESMUTATE_H</span>
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00030 <span class="preprocessor"></span><span class="preprocessor">#define _EOESMUTATE_H</span>
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00031 <span class="preprocessor"></span>
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00032 <span class="preprocessor">#include <cmath></span>
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00033 <span class="preprocessor">#include <eoInit.h></span>
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00034 <span class="preprocessor">#include <eoOp.h></span>
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00035 <span class="preprocessor">#include <es/eoEsMutationInit.h></span>
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00036 <span class="preprocessor">#include <es/eoEsSimple.h></span>
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00037 <span class="preprocessor">#include <es/eoEsStdev.h></span>
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00038 <span class="preprocessor">#include <es/eoEsFull.h></span>
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00039 <span class="preprocessor">#include <utils/eoRealBounds.h></span>
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00040 <span class="preprocessor">#include <utils/eoRNG.h></span>
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00041
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00042 <span class="preprocessor">#ifndef M_PI</span>
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00043 <span class="preprocessor"></span><span class="preprocessor">#define M_PI 3.1415926535897932384626433832795</span>
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00044 <span class="preprocessor"></span><span class="preprocessor">#endif</span>
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00045 <span class="preprocessor"></span>
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00059 <span class="keyword">template</span> <<span class="keyword">class</span> EOT>
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<a name="l00060"></a><a class="code" href="classeo_es_mutate.html">00060</a> <span class="keyword">class </span><a class="code" href="classeo_es_mutate.html">eoEsMutate</a> : <span class="keyword">public</span> <a class="code" href="classeo_mon_op.html">eoMonOp</a>< EOT >
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00061 {
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00062 <span class="keyword">public</span>:
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00063
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<a name="l00065"></a><a class="code" href="classeo_es_mutate.html#w0">00065</a> <span class="keyword">typedef</span> <span class="keyword">typename</span> EOT::Fitness FitT;
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00066
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00067
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<a name="l00074"></a><a class="code" href="classeo_es_mutate.html#a0">00074</a> <a class="code" href="classeo_es_mutate.html#a0">eoEsMutate</a>(<a class="code" href="classeo_es_mutation_init.html">eoEsMutationInit</a>& _init, <a class="code" href="classeo_real_vector_bounds.html">eoRealVectorBounds</a>& _bounds) : <a class="code" href="classeo_es_mutate.html#r3">bounds</a>(_bounds)
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00075 {
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00076 <a class="code" href="classeo_es_mutate.html#d0">init</a>(<a class="code" href="struct_dummy.html">EOT</a>(), _init); <span class="comment">// initialize on actual type used</span>
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00077 }
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00078
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00079
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<a name="l00081"></a><a class="code" href="classeo_es_mutate.html#a1">00081</a> <span class="keyword">virtual</span> <a class="code" href="classeo_es_mutate.html#a1">~eoEsMutate</a>() {};
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00082
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00083
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<a name="l00090"></a><a class="code" href="classeo_es_mutate.html#a2">00090</a> <span class="keyword">virtual</span> std::string <a class="code" href="classeo_es_mutate.html#a2">className</a>()<span class="keyword"> const </span>{<span class="keywordflow">return</span> <span class="stringliteral">"eoESMutate"</span>;};
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00091
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00092
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<a name="l00097"></a><a class="code" href="classeo_es_mutate.html#a3">00097</a> <span class="keyword">virtual</span> <span class="keywordtype">bool</span> <a class="code" href="classeo_es_mutate.html#a3">operator()</a>( <a class="code" href="classeo_es_simple.html">eoEsSimple<FitT></a>& _eo)
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00098 {
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00099 _eo.<a class="code" href="classeo_es_simple.html#o0">stdev</a> *= exp(<a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> * rng.<a class="code" href="classeo_rng.html#a7">normal</a>());
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00100 <span class="keywordflow">if</span> (_eo.<a class="code" href="classeo_es_simple.html#o0">stdev</a> < stdev_eps)
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00101 _eo.<a class="code" href="classeo_es_simple.html#o0">stdev</a> = stdev_eps;
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00102 <span class="comment">// now apply to all</span>
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00103 <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> i = 0; i < _eo.size(); ++i)
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00104 {
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00105 _eo[i] += _eo.<a class="code" href="classeo_es_simple.html#o0">stdev</a> * rng.<a class="code" href="classeo_rng.html#a7">normal</a>();
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00106 }
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00107 <a class="code" href="classeo_es_mutate.html#r3">bounds</a>.<a class="code" href="classeo_real_base_vector_bounds.html#a10">foldsInBounds</a>(_eo);
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00108 <span class="keywordflow">return</span> <span class="keyword">true</span>;
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00109 }
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00110
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00111
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<a name="l00128"></a><a class="code" href="classeo_es_mutate.html#a4">00128</a> <span class="keyword">virtual</span> <span class="keywordtype">bool</span> <a class="code" href="classeo_es_mutate.html#a3">operator()</a>( <a class="code" href="classeo_es_stdev.html">eoEsStdev<FitT></a>& _eo )
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00129 {
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00130 <span class="keywordtype">double</span> global = <a class="code" href="classeo_es_mutate.html#r1">TauGlb</a> * rng.<a class="code" href="classeo_rng.html#a7">normal</a>();
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00131 <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> i = 0; i < _eo.size(); i++)
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00132 {
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00133 <span class="keywordtype">double</span> stdev = _eo.<a class="code" href="classeo_es_stdev.html#o0">stdevs</a>[i];
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00134 stdev *= exp( global + <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> * rng.<a class="code" href="classeo_rng.html#a7">normal</a>() );
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00135 <span class="keywordflow">if</span> (stdev < stdev_eps)
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00136 stdev = stdev_eps;
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00137 _eo.<a class="code" href="classeo_es_stdev.html#o0">stdevs</a>[i] = stdev;
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00138 _eo[i] += stdev * rng.<a class="code" href="classeo_rng.html#a7">normal</a>();
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00139 }
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00140 <a class="code" href="classeo_es_mutate.html#r3">bounds</a>.<a class="code" href="classeo_real_base_vector_bounds.html#a10">foldsInBounds</a>(_eo);
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00141 <span class="keywordflow">return</span> <span class="keyword">true</span>;
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00142 }
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00143
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00144
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<a name="l00159"></a><a class="code" href="classeo_es_mutate.html#a5">00159</a> <span class="keyword">virtual</span> <span class="keywordtype">bool</span> <a class="code" href="classeo_es_mutate.html#a3">operator()</a>( <a class="code" href="classeo_es_full.html">eoEsFull<FitT></a> & _eo )
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00160 <span class="comment">// Code originally from Thomas B<>ck</span>
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00161 {
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00162 <span class="comment">// First: mutate standard deviations (as for eoEsStdev<FitT>).</span>
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00163 <span class="keywordtype">double</span> global = <a class="code" href="classeo_es_mutate.html#r1">TauGlb</a> * rng.<a class="code" href="classeo_rng.html#a7">normal</a>();
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00164 <span class="keywordtype">unsigned</span> i;
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00165 <span class="keywordflow">for</span> (i = 0; i < _eo.size(); i++)
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00166 {
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00167 <span class="keywordtype">double</span> stdev = _eo.<a class="code" href="classeo_es_full.html#o0">stdevs</a>[i];
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00168 stdev *= exp( global + <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a>*rng.<a class="code" href="classeo_rng.html#a7">normal</a>() );
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00169 <span class="keywordflow">if</span> (stdev < stdev_eps)
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00170 stdev = stdev_eps;
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00171 _eo.<a class="code" href="classeo_es_full.html#o0">stdevs</a>[i] = stdev;
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00172 }
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00173 <span class="comment">// Mutate rotation angles.</span>
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00174 <span class="keywordflow">for</span> (i = 0; i < _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>.size(); i++)
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00175 {
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00176 _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>[i] += <a class="code" href="classeo_es_mutate.html#r2">TauBeta</a> * rng.<a class="code" href="classeo_rng.html#a7">normal</a>();
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00177 <span class="keywordflow">if</span> ( fabs(_eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>[i]) > M_PI )
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00178 {
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00179 _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>[i] -= M_PI * (int) (_eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>[i]/M_PI) ;
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00180 }
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00181 }
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00182 <span class="comment">// Perform correlated mutations.</span>
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00183 <span class="keywordtype">unsigned</span> k, n1, n2;
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00184 <span class="keywordtype">double</span> d1,d2, S, C;
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00185 std::vector<double> VarStp(_eo.size());
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00186 <span class="keywordflow">for</span> (i = 0; i < _eo.size(); i++)
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00187 VarStp[i] = _eo.<a class="code" href="classeo_es_full.html#o0">stdevs</a>[i] * rng.<a class="code" href="classeo_rng.html#a7">normal</a>();
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00188 <span class="keywordtype">unsigned</span> nq = _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>.size() - 1;
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00189 <span class="keywordflow">for</span> (k = 0; k < _eo.size()-1; k++)
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00190 {
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00191 n1 = _eo.size() - k - 1;
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00192 n2 = _eo.size() - 1;
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00193 <span class="keywordflow">for</span> (i = 0; i < k; i++)
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00194 {
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00195 d1 = VarStp[n1];
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00196 d2 = VarStp[n2];
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00197 S = sin( _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>[nq] );
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00198 C = cos( _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>[nq] );
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00199 VarStp[n2] = d1 * S + d2 * C;
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00200 VarStp[n1] = d1 * C - d2 * S;
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00201 n2--;
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00202 nq--;
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00203 }
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00204 }
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00205 <span class="keywordflow">for</span> (i = 0; i < _eo.size(); i++)
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00206 _eo[i] += VarStp[i];
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00207 <a class="code" href="classeo_es_mutate.html#r3">bounds</a>.<a class="code" href="classeo_real_base_vector_bounds.html#a10">foldsInBounds</a>(_eo);
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00208 <span class="keywordflow">return</span> <span class="keyword">true</span>;
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00209 }
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00210
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00211
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00212 <span class="keyword">private</span> :
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00213
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<a name="l00215"></a><a class="code" href="classeo_es_mutate.html#d0">00215</a> <span class="keywordtype">void</span> <a class="code" href="classeo_es_mutate.html#d0">init</a>(<a class="code" href="classeo_es_simple.html">eoEsSimple<FitT></a>, <a class="code" href="classeo_es_mutation_init.html">eoEsMutationInit</a>& _init)
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00216 {
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00217 <span class="keywordtype">unsigned</span> size = <a class="code" href="classeo_es_mutate.html#r3">bounds</a>.size();
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00218 <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> = _init.<a class="code" href="classeo_es_mutation_init.html#a2">TauLcl</a>();
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00219 <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> /= sqrt(2*(<span class="keywordtype">double</span>) size);
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00220 std::cout << <span class="stringliteral">"Init<eoEsSimple>: tau local "</span> << <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> << std::endl;
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00221 }
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00222
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00223
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<a name="l00228"></a><a class="code" href="classeo_es_mutate.html#d1">00228</a> <span class="keywordtype">void</span> <a class="code" href="classeo_es_mutate.html#d0">init</a>(<a class="code" href="classeo_es_stdev.html">eoEsStdev<FitT></a>, <a class="code" href="classeo_es_mutation_init.html">eoEsMutationInit</a>& _init)
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00229 {
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00230 <span class="keywordtype">unsigned</span> size = <a class="code" href="classeo_es_mutate.html#r3">bounds</a>.size();
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00231 <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> = _init.<a class="code" href="classeo_es_mutation_init.html#a2">TauLcl</a>();
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00232 <a class="code" href="classeo_es_mutate.html#r1">TauGlb</a> = _init.<a class="code" href="classeo_es_mutation_init.html#a3">TauGlb</a>();
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00233 <span class="comment">// renormalization</span>
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00234 <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> /= sqrt( 2.0 * sqrt(<span class="keywordtype">double</span>(size)) );
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00235 <a class="code" href="classeo_es_mutate.html#r1">TauGlb</a> /= sqrt( 2.0 * <span class="keywordtype">double</span>(size) );
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00236 std::cout << <span class="stringliteral">"Init<eoStDev>: tau local "</span> << <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> << <span class="stringliteral">" et global "</span> << <a class="code" href="classeo_es_mutate.html#r1">TauGlb</a> << std::endl;
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00237 }
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00238
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00239
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<a name="l00244"></a><a class="code" href="classeo_es_mutate.html#d2">00244</a> <span class="keywordtype">void</span> <a class="code" href="classeo_es_mutate.html#d0">init</a>(<a class="code" href="classeo_es_full.html">eoEsFull<FitT></a>, <a class="code" href="classeo_es_mutation_init.html">eoEsMutationInit</a>& _init)
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00245 {
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00246 <a class="code" href="classeo_es_mutate.html#d0">init</a>(<a class="code" href="classeo_es_stdev.html">eoEsStdev<FitT></a>(), _init);
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00247 <a class="code" href="classeo_es_mutate.html#r2">TauBeta</a> = _init.<a class="code" href="classeo_es_mutation_init.html#a4">TauBeta</a>();
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00248 std::cout << <span class="stringliteral">"Init<eoEsFull>: tau local "</span> << <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> << <span class="stringliteral">" et global "</span> << <a class="code" href="classeo_es_mutate.html#r1">TauGlb</a> << std::endl;
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00249 }
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00250
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00251
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<a name="l00253"></a><a class="code" href="classeo_es_mutate.html#r0">00253</a> <span class="keywordtype">double</span> TauLcl;
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00254
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<a name="l00256"></a><a class="code" href="classeo_es_mutate.html#r1">00256</a> <span class="keywordtype">double</span> TauGlb;
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00257
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<a name="l00259"></a><a class="code" href="classeo_es_mutate.html#r2">00259</a> <span class="keywordtype">double</span> TauBeta;
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00260
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<a name="l00262"></a><a class="code" href="classeo_es_mutate.html#r3">00262</a> <a class="code" href="classeo_real_vector_bounds.html">eoRealVectorBounds</a>& bounds;
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00263
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00278 <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">double</span> stdev_eps;
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00279 };
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00280
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00281
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00282 <span class="comment">// Minimum value of stdevs, see declaration for details.</span>
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00283 <span class="keyword">template</span> <<span class="keyword">class</span> EOT>
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<a name="l00284"></a><a class="code" href="classeo_es_mutate.html#v0">00284</a> <span class="keyword">const</span> <span class="keywordtype">double</span> <a class="code" href="classeo_es_mutate.html">eoEsMutate<EOT></a>::stdev_eps = 1.0e-40;
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00285
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00286 <span class="preprocessor">#endif</span>
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</pre></div><hr size="1"><address style="align: right;"><small>Generated on Thu Oct 19 05:06:35 2006 for EO by
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<img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.3.9.1 </small></address>
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