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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>
00002
00003 <span class="comment">//-----------------------------------------------------------------------------</span>
00004 <span class="comment">// eoESMute.h : ES mutation</span>
00005 <span class="comment">// (c) Maarten Keijzer 2000 &amp; GeNeura Team, 1998 for the EO part</span>
00006 <span class="comment">// Th. Baeck 1994 and EEAAX 1999 for the ES part</span>
00007 <span class="comment">/*</span>
00008 <span class="comment"> This library is free software; you can redistribute it and/or</span>
00009 <span class="comment"> modify it under the terms of the GNU Lesser General Public</span>
00010 <span class="comment"> License as published by the Free Software Foundation; either</span>
00011 <span class="comment"> version 2 of the License, or (at your option) any later version.</span>
00012 <span class="comment"></span>
00013 <span class="comment"> This library is distributed in the hope that it will be useful,</span>
00014 <span class="comment"> but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
00015 <span class="comment"> MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU</span>
00016 <span class="comment"> Lesser General Public License for more details.</span>
00017 <span class="comment"></span>
00018 <span class="comment"> You should have received a copy of the GNU Lesser General Public</span>
00019 <span class="comment"> License along with this library; if not, write to the Free Software</span>
00020 <span class="comment"> Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA</span>
00021 <span class="comment"></span>
00022 <span class="comment"> Contact: todos@geneura.ugr.es, http://geneura.ugr.es</span>
00023 <span class="comment"> marc.schoenauer@polytechnique.fr</span>
00024 <span class="comment"> http://eeaax.cmap.polytchnique.fr/</span>
00025 <span class="comment"> */</span>
00026 <span class="comment">//-----------------------------------------------------------------------------</span>
00027
00028
00029 <span class="preprocessor">#ifndef _EOESMUTATE_H</span>
00030 <span class="preprocessor"></span><span class="preprocessor">#define _EOESMUTATE_H</span>
00031 <span class="preprocessor"></span>
00032 <span class="preprocessor">#include &lt;cmath&gt;</span>
00033 <span class="preprocessor">#include &lt;eoInit.h&gt;</span>
00034 <span class="preprocessor">#include &lt;eoOp.h&gt;</span>
00035 <span class="preprocessor">#include &lt;es/eoEsMutationInit.h&gt;</span>
00036 <span class="preprocessor">#include &lt;es/eoEsSimple.h&gt;</span>
00037 <span class="preprocessor">#include &lt;es/eoEsStdev.h&gt;</span>
00038 <span class="preprocessor">#include &lt;es/eoEsFull.h&gt;</span>
00039 <span class="preprocessor">#include &lt;utils/eoRealBounds.h&gt;</span>
00040 <span class="preprocessor">#include &lt;utils/eoRNG.h&gt;</span>
00041
00042 <span class="preprocessor">#ifndef M_PI</span>
00043 <span class="preprocessor"></span><span class="preprocessor">#define M_PI 3.1415926535897932384626433832795</span>
00044 <span class="preprocessor"></span><span class="preprocessor">#endif</span>
00045 <span class="preprocessor"></span>
00059 <span class="keyword">template</span> &lt;<span class="keyword">class</span> EOT&gt;
<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>&lt; EOT &gt;
00061 {
00062 <span class="keyword">public</span>:
00063
<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;
00066
00067
<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>&amp; _init, <a class="code" href="classeo_real_vector_bounds.html">eoRealVectorBounds</a>&amp; _bounds) : <a class="code" href="classeo_es_mutate.html#r3">bounds</a>(_bounds)
00075 {
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>
00077 }
00078
00079
<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>() {};
00082
00083
<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>;};
00091
00092
<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&lt;FitT&gt;</a>&amp; _eo)
00098 {
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>());
00100 <span class="keywordflow">if</span> (_eo.<a class="code" href="classeo_es_simple.html#o0">stdev</a> &lt; stdev_eps)
00101 _eo.<a class="code" href="classeo_es_simple.html#o0">stdev</a> = stdev_eps;
00102 <span class="comment">// now apply to all</span>
00103 <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> i = 0; i &lt; _eo.size(); ++i)
00104 {
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>();
00106 }
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);
00108 <span class="keywordflow">return</span> <span class="keyword">true</span>;
00109 }
00110
00111
<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&lt;FitT&gt;</a>&amp; _eo )
00129 {
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>();
00131 <span class="keywordflow">for</span> (<span class="keywordtype">unsigned</span> i = 0; i &lt; _eo.size(); i++)
00132 {
00133 <span class="keywordtype">double</span> stdev = _eo.<a class="code" href="classeo_es_stdev.html#o0">stdevs</a>[i];
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>() );
00135 <span class="keywordflow">if</span> (stdev &lt; stdev_eps)
00136 stdev = stdev_eps;
00137 _eo.<a class="code" href="classeo_es_stdev.html#o0">stdevs</a>[i] = stdev;
00138 _eo[i] += stdev * rng.<a class="code" href="classeo_rng.html#a7">normal</a>();
00139 }
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);
00141 <span class="keywordflow">return</span> <span class="keyword">true</span>;
00142 }
00143
00144
<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&lt;FitT&gt;</a> &amp; _eo )
00160 <span class="comment">// Code originally from Thomas B<>ck</span>
00161 {
00162 <span class="comment">// First: mutate standard deviations (as for eoEsStdev&lt;FitT&gt;).</span>
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>();
00164 <span class="keywordtype">unsigned</span> i;
00165 <span class="keywordflow">for</span> (i = 0; i &lt; _eo.size(); i++)
00166 {
00167 <span class="keywordtype">double</span> stdev = _eo.<a class="code" href="classeo_es_full.html#o0">stdevs</a>[i];
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>() );
00169 <span class="keywordflow">if</span> (stdev &lt; stdev_eps)
00170 stdev = stdev_eps;
00171 _eo.<a class="code" href="classeo_es_full.html#o0">stdevs</a>[i] = stdev;
00172 }
00173 <span class="comment">// Mutate rotation angles.</span>
00174 <span class="keywordflow">for</span> (i = 0; i &lt; _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>.size(); i++)
00175 {
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>();
00177 <span class="keywordflow">if</span> ( fabs(_eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>[i]) &gt; M_PI )
00178 {
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) ;
00180 }
00181 }
00182 <span class="comment">// Perform correlated mutations.</span>
00183 <span class="keywordtype">unsigned</span> k, n1, n2;
00184 <span class="keywordtype">double</span> d1,d2, S, C;
00185 std::vector&lt;double&gt; VarStp(_eo.size());
00186 <span class="keywordflow">for</span> (i = 0; i &lt; _eo.size(); i++)
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>();
00188 <span class="keywordtype">unsigned</span> nq = _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>.size() - 1;
00189 <span class="keywordflow">for</span> (k = 0; k &lt; _eo.size()-1; k++)
00190 {
00191 n1 = _eo.size() - k - 1;
00192 n2 = _eo.size() - 1;
00193 <span class="keywordflow">for</span> (i = 0; i &lt; k; i++)
00194 {
00195 d1 = VarStp[n1];
00196 d2 = VarStp[n2];
00197 S = sin( _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>[nq] );
00198 C = cos( _eo.<a class="code" href="classeo_es_full.html#o1">correlations</a>[nq] );
00199 VarStp[n2] = d1 * S + d2 * C;
00200 VarStp[n1] = d1 * C - d2 * S;
00201 n2--;
00202 nq--;
00203 }
00204 }
00205 <span class="keywordflow">for</span> (i = 0; i &lt; _eo.size(); i++)
00206 _eo[i] += VarStp[i];
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);
00208 <span class="keywordflow">return</span> <span class="keyword">true</span>;
00209 }
00210
00211
00212 <span class="keyword">private</span> :
00213
<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&lt;FitT&gt;</a>, <a class="code" href="classeo_es_mutation_init.html">eoEsMutationInit</a>&amp; _init)
00216 {
00217 <span class="keywordtype">unsigned</span> size = <a class="code" href="classeo_es_mutate.html#r3">bounds</a>.size();
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>();
00219 <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> /= sqrt(2*(<span class="keywordtype">double</span>) size);
00220 std::cout &lt;&lt; <span class="stringliteral">"Init&lt;eoEsSimple&gt;: tau local "</span> &lt;&lt; <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> &lt;&lt; std::endl;
00221 }
00222
00223
<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&lt;FitT&gt;</a>, <a class="code" href="classeo_es_mutation_init.html">eoEsMutationInit</a>&amp; _init)
00229 {
00230 <span class="keywordtype">unsigned</span> size = <a class="code" href="classeo_es_mutate.html#r3">bounds</a>.size();
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>();
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>();
00233 <span class="comment">// renormalization</span>
00234 <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> /= sqrt( 2.0 * sqrt(<span class="keywordtype">double</span>(size)) );
00235 <a class="code" href="classeo_es_mutate.html#r1">TauGlb</a> /= sqrt( 2.0 * <span class="keywordtype">double</span>(size) );
00236 std::cout &lt;&lt; <span class="stringliteral">"Init&lt;eoStDev&gt;: tau local "</span> &lt;&lt; <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> &lt;&lt; <span class="stringliteral">" et global "</span> &lt;&lt; <a class="code" href="classeo_es_mutate.html#r1">TauGlb</a> &lt;&lt; std::endl;
00237 }
00238
00239
<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&lt;FitT&gt;</a>, <a class="code" href="classeo_es_mutation_init.html">eoEsMutationInit</a>&amp; _init)
00245 {
00246 <a class="code" href="classeo_es_mutate.html#d0">init</a>(<a class="code" href="classeo_es_stdev.html">eoEsStdev&lt;FitT&gt;</a>(), _init);
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>();
00248 std::cout &lt;&lt; <span class="stringliteral">"Init&lt;eoEsFull&gt;: tau local "</span> &lt;&lt; <a class="code" href="classeo_es_mutate.html#r0">TauLcl</a> &lt;&lt; <span class="stringliteral">" et global "</span> &lt;&lt; <a class="code" href="classeo_es_mutate.html#r1">TauGlb</a> &lt;&lt; std::endl;
00249 }
00250
00251
<a name="l00253"></a><a class="code" href="classeo_es_mutate.html#r0">00253</a> <span class="keywordtype">double</span> TauLcl;
00254
<a name="l00256"></a><a class="code" href="classeo_es_mutate.html#r1">00256</a> <span class="keywordtype">double</span> TauGlb;
00257
<a name="l00259"></a><a class="code" href="classeo_es_mutate.html#r2">00259</a> <span class="keywordtype">double</span> TauBeta;
00260
<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>&amp; bounds;
00263
00278 <span class="keyword">static</span> <span class="keyword">const</span> <span class="keywordtype">double</span> stdev_eps;
00279 };
00280
00281
00282 <span class="comment">// Minimum value of stdevs, see declaration for details.</span>
00283 <span class="keyword">template</span> &lt;<span class="keyword">class</span> EOT&gt;
<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&lt;EOT&gt;</a>::stdev_eps = 1.0e-40;
00285
00286 <span class="preprocessor">#endif</span>
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