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    r224 r234  
    7575<a name="l00105"></a>00105                 <span class="keywordflow">return</span> mu; 
    7676<a name="l00106"></a>00106         } 
    77 <a name="l00107"></a><a class="code" href="classemix.html#82691a72b583dab957cbd60d9283e47a">00107</a>         <span class="keywordtype">double</span> <a class="code" href="classemix.html#82691a72b583dab957cbd60d9283e47a" title="Compute log-probability of argument val.">evallog</a> ( <span class="keyword">const</span> vec &amp;val )<span class="keyword"> const </span>{ 
    78 <a name="l00108"></a>00108                 <span class="keywordtype">int</span> i; 
    79 <a name="l00109"></a>00109                 <span class="keywordtype">double</span> sum = 0.0; 
    80 <a name="l00110"></a>00110                 <span class="keywordflow">for</span> ( i = 0;i &lt; <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length();i++ ) {sum += <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a> ( i ) * exp ( <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i )-&gt;<a class="code" href="classemix.html#82691a72b583dab957cbd60d9283e47a" title="Compute log-probability of argument val.">evallog</a> ( val ) );} 
    81 <a name="l00111"></a>00111                 <span class="keywordflow">if</span> (sum==0.0){sum=std::numeric_limits&lt;double&gt;::epsilon();} 
    82 <a name="l00112"></a>00112                 <span class="keywordtype">double</span> tmp=log ( sum ); 
    83 <a name="l00113"></a>00113                 it_assert_debug(std::isfinite(tmp),<span class="stringliteral">"Infinite"</span>); 
    84 <a name="l00114"></a>00114                 <span class="keywordflow">return</span> tmp; 
    85 <a name="l00115"></a>00115         }; 
    86 <a name="l00116"></a><a class="code" href="classemix.html#b3eb9e153e8bfdb6bb47adecc278cbca">00116</a>         vec <a class="code" href="classemix.html#b3eb9e153e8bfdb6bb47adecc278cbca" title="Compute log-probability of multiple values argument val.">evallog_m</a> ( <span class="keyword">const</span> mat &amp;Val )<span class="keyword"> const </span>{ 
    87 <a name="l00117"></a>00117                 vec x=zeros ( Val.cols() ); 
    88 <a name="l00118"></a>00118                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length(); i++ ) { 
    89 <a name="l00119"></a>00119                         x+= <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a> ( i ) *exp ( <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i )-&gt;<a class="code" href="classemix.html#b3eb9e153e8bfdb6bb47adecc278cbca" title="Compute log-probability of multiple values argument val.">evallog_m</a> ( Val ) ); 
    90 <a name="l00120"></a>00120                 } 
    91 <a name="l00121"></a>00121                 <span class="keywordflow">return</span> log ( x ); 
     77<a name="l00107"></a><a class="code" href="classemix.html#73b96c9989b398c2a16417a70773442e">00107</a>         vec <a class="code" href="classemix.html#73b96c9989b398c2a16417a70773442e" title="return expected variance (not covariance!)">variance</a>()<span class="keyword"> const </span>{ 
     78<a name="l00108"></a>00108                 <span class="comment">//non-central moment</span> 
     79<a name="l00109"></a>00109                 vec mom2 = zeros(<a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>()); 
     80<a name="l00110"></a>00110                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i &lt; <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length();i++ ) {mom2 += <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a> ( i ) * pow(<a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i )-&gt;<a class="code" href="classemix.html#b662a51d042b062020460e64bff4e9e8" title="return expected value">mean</a>(),2); } 
     81<a name="l00111"></a>00111                 <span class="comment">//central moment</span> 
     82<a name="l00112"></a>00112                 <span class="keywordflow">return</span> mom2-pow(<a class="code" href="classemix.html#b662a51d042b062020460e64bff4e9e8" title="return expected value">mean</a>(),2); 
     83<a name="l00113"></a>00113         } 
     84<a name="l00114"></a><a class="code" href="classemix.html#82691a72b583dab957cbd60d9283e47a">00114</a>         <span class="keywordtype">double</span> <a class="code" href="classemix.html#82691a72b583dab957cbd60d9283e47a" title="Compute log-probability of argument val.">evallog</a> ( <span class="keyword">const</span> vec &amp;val )<span class="keyword"> const </span>{ 
     85<a name="l00115"></a>00115                 <span class="keywordtype">int</span> i; 
     86<a name="l00116"></a>00116                 <span class="keywordtype">double</span> sum = 0.0; 
     87<a name="l00117"></a>00117                 <span class="keywordflow">for</span> ( i = 0;i &lt; <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length();i++ ) {sum += <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a> ( i ) * exp ( <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i )-&gt;<a class="code" href="classemix.html#82691a72b583dab957cbd60d9283e47a" title="Compute log-probability of argument val.">evallog</a> ( val ) );} 
     88<a name="l00118"></a>00118                 <span class="keywordflow">if</span> (sum==0.0){sum=std::numeric_limits&lt;double&gt;::epsilon();} 
     89<a name="l00119"></a>00119                 <span class="keywordtype">double</span> tmp=log ( sum ); 
     90<a name="l00120"></a>00120                 it_assert_debug(std::isfinite(tmp),<span class="stringliteral">"Infinite"</span>); 
     91<a name="l00121"></a>00121                 <span class="keywordflow">return</span> tmp; 
    9292<a name="l00122"></a>00122         }; 
    93 <a name="l00124"></a><a class="code" href="classemix.html#44ae2b86c650c2ccb967969c1859d268">00124</a>         mat <a class="code" href="classemix.html#44ae2b86c650c2ccb967969c1859d268" title="Auxiliary function that returns pdflog for each component.">evallog_M</a> ( <span class="keyword">const</span> mat &amp;Val )<span class="keyword"> const </span>{ 
    94 <a name="l00125"></a>00125                 mat X ( <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length(), Val.cols() ); 
    95 <a name="l00126"></a>00126                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length(); i++ ) { 
    96 <a name="l00127"></a>00127                         X.set_row ( i, <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a> ( i ) *exp ( <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i )-&gt;<a class="code" href="classemix.html#b3eb9e153e8bfdb6bb47adecc278cbca" title="Compute log-probability of multiple values argument val.">evallog_m</a> ( Val ) ) ); 
    97 <a name="l00128"></a>00128                 } 
    98 <a name="l00129"></a>00129                 <span class="keywordflow">return</span> X; 
    99 <a name="l00130"></a>00130         }; 
    100 <a name="l00131"></a>00131  
    101 <a name="l00132"></a>00132         <a class="code" href="classemix.html" title="Mixture of epdfs.">emix</a>* <a class="code" href="classemix.html#33afde698093d458ce71875f7ee7384a" title="Return marginal density on the given RV, the remainig rvs are intergrated out.">marginal</a> ( <span class="keyword">const</span> <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a> &amp;<a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a> ) <span class="keyword">const</span>; 
    102 <a name="l00133"></a>00133         <a class="code" href="classmratio.html" title="Class representing ratio of two densities which arise e.g. by applying the Bayes...">mratio</a>* <a class="code" href="classemix.html#ebf50c387034f72040c83d38738549b3" title="Return conditional density on the given RV, the remaining rvs will be in conditioning...">condition</a> ( <span class="keyword">const</span> <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a> &amp;<a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a> ) <span class="keyword">const</span>; <span class="comment">//why not mratio!!</span> 
    103 <a name="l00134"></a>00134  
    104 <a name="l00135"></a>00135 <span class="comment">//Access methods</span> 
    105 <a name="l00137"></a><a class="code" href="classemix.html#35baf0f62307455cebfbf462144b4dd8">00137</a> <span class="comment"></span>        vec&amp; <a class="code" href="classemix.html#35baf0f62307455cebfbf462144b4dd8" title="returns a pointer to the internal mean value. Use with Care!">_w</a>() {<span class="keywordflow">return</span> <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>;} 
    106 <a name="l00138"></a>00138         <span class="keyword">virtual</span> ~<a class="code" href="classemix.html" title="Mixture of epdfs.">emix</a>() {<span class="keywordflow">if</span> ( <a class="code" href="classemix.html#7d0d863e6066ee02947914ff06ac34e8" title="Flag if owning Coms.">destroyComs</a> ) {<span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a>.length();i++ ) {<span class="keyword">delete</span> <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i );}}} 
    107 <a name="l00140"></a><a class="code" href="classemix.html#4d7baeb2a9e3fca1d8fd32a107df291d">00140</a>         <span class="keywordtype">void</span> <a class="code" href="classemix.html#4d7baeb2a9e3fca1d8fd32a107df291d" title="Auxiliary function for taking ownership of the Coms().">ownComs</a>() {<a class="code" href="classemix.html#7d0d863e6066ee02947914ff06ac34e8" title="Flag if owning Coms.">destroyComs</a>=<span class="keyword">true</span>;} 
     93<a name="l00123"></a><a class="code" href="classemix.html#b3eb9e153e8bfdb6bb47adecc278cbca">00123</a>         vec <a class="code" href="classemix.html#b3eb9e153e8bfdb6bb47adecc278cbca" title="Compute log-probability of multiple values argument val.">evallog_m</a> ( <span class="keyword">const</span> mat &amp;Val )<span class="keyword"> const </span>{ 
     94<a name="l00124"></a>00124                 vec x=zeros ( Val.cols() ); 
     95<a name="l00125"></a>00125                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length(); i++ ) { 
     96<a name="l00126"></a>00126                         x+= <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a> ( i ) *exp ( <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i )-&gt;<a class="code" href="classemix.html#b3eb9e153e8bfdb6bb47adecc278cbca" title="Compute log-probability of multiple values argument val.">evallog_m</a> ( Val ) ); 
     97<a name="l00127"></a>00127                 } 
     98<a name="l00128"></a>00128                 <span class="keywordflow">return</span> log ( x ); 
     99<a name="l00129"></a>00129         }; 
     100<a name="l00131"></a><a class="code" href="classemix.html#44ae2b86c650c2ccb967969c1859d268">00131</a>         mat <a class="code" href="classemix.html#44ae2b86c650c2ccb967969c1859d268" title="Auxiliary function that returns pdflog for each component.">evallog_M</a> ( <span class="keyword">const</span> mat &amp;Val )<span class="keyword"> const </span>{ 
     101<a name="l00132"></a>00132                 mat X ( <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length(), Val.cols() ); 
     102<a name="l00133"></a>00133                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0; i &lt; <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length(); i++ ) { 
     103<a name="l00134"></a>00134                         X.set_row ( i, <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a> ( i ) *exp ( <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i )-&gt;<a class="code" href="classemix.html#b3eb9e153e8bfdb6bb47adecc278cbca" title="Compute log-probability of multiple values argument val.">evallog_m</a> ( Val ) ) ); 
     104<a name="l00135"></a>00135                 } 
     105<a name="l00136"></a>00136                 <span class="keywordflow">return</span> X; 
     106<a name="l00137"></a>00137         }; 
     107<a name="l00138"></a>00138  
     108<a name="l00139"></a>00139         <a class="code" href="classemix.html" title="Mixture of epdfs.">emix</a>* <a class="code" href="classemix.html#33afde698093d458ce71875f7ee7384a" title="Return marginal density on the given RV, the remainig rvs are intergrated out.">marginal</a> ( <span class="keyword">const</span> <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a> &amp;<a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a> ) <span class="keyword">const</span>; 
     109<a name="l00140"></a>00140         <a class="code" href="classmratio.html" title="Class representing ratio of two densities which arise e.g. by applying the Bayes...">mratio</a>* <a class="code" href="classemix.html#ebf50c387034f72040c83d38738549b3" title="Return conditional density on the given RV, the remaining rvs will be in conditioning...">condition</a> ( <span class="keyword">const</span> <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a> &amp;<a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a> ) <span class="keyword">const</span>; <span class="comment">//why not mratio!!</span> 
    108110<a name="l00141"></a>00141  
    109 <a name="l00143"></a><a class="code" href="classemix.html#95d175b2daa1d896ceffd69b70e02efb">00143</a>         <a class="code" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* <a class="code" href="classemix.html#95d175b2daa1d896ceffd69b70e02efb" title="access function">_Coms</a> ( <span class="keywordtype">int</span> i ) {<span class="keywordflow">return</span> <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i );} 
    110 <a name="l00144"></a>00144 }; 
    111 <a name="l00145"></a>00145  
    112 <a name="l00154"></a><a class="code" href="classmprod.html">00154</a> <span class="keyword">class </span><a class="code" href="classmprod.html" title="Chain rule decomposition of epdf.">mprod</a>: <span class="keyword">public</span> <a class="code" href="classcompositepdf.html" title="Abstract composition of pdfs, a base for specific classes this abstract class is...">compositepdf</a>, <span class="keyword">public</span> <a class="code" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> { 
    113 <a name="l00155"></a>00155 <span class="keyword">protected</span>: 
    114 <a name="l00157"></a><a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e">00157</a>         Array&lt;epdf*&gt; <a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a>; 
    115 <a name="l00159"></a><a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c">00159</a>         Array&lt;datalink_m2m*&gt; <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a>; 
    116 <a name="l00160"></a>00160 <span class="keyword">public</span>: 
    117 <a name="l00163"></a><a class="code" href="classmprod.html#419b303581a91ad85200bdcb4b3186f4">00163</a>         <a class="code" href="classmprod.html#419b303581a91ad85200bdcb4b3186f4" title="Constructor from list of mFacs,.">mprod</a> ( Array&lt;mpdf*&gt; mFacs ) : <a class="code" href="classcompositepdf.html" title="Abstract composition of pdfs, a base for specific classes this abstract class is...">compositepdf</a> ( mFacs ), <a class="code" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> ( <a class="code" href="classcompositepdf.html#635d219fb3e32852400d6f98aa4bdc93" title="find common rv, flag">getrv</a> ( true ),<a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a>() ), <a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a> ( <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a> ), <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a> ) { 
    118 <a name="l00164"></a>00164                 <a class="code" href="classcompositepdf.html#5a4479785c1fdb2cc351fbea07b899ac" title="common rvc of all mpdfs is written to rvc">setrvc</a> ( <a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>,<a class="code" href="classmpdf.html#acb7dda792b3cd5576f39fa3129abbab" title="random variable in condition">rvc</a> ); 
    119 <a name="l00165"></a>00165                 <span class="comment">// rv and rvc established = &gt; we can link them with mpdfs</span> 
    120 <a name="l00166"></a>00166                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i &lt; <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a>;i++ ) { 
    121 <a name="l00167"></a>00167                         <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i ) = <span class="keyword">new</span> <a class="code" href="classdatalink__m2m.html">datalink_m2m</a> ( <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;<a class="code" href="classmpdf.html#71256ffb5fbd08f41d650e606a5bd585" title="access function">_rv</a>(), <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;<a class="code" href="classmpdf.html#15ef062183b1ccdf794732d5fa0b77cd" title="access function">_rvc</a>(), <a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>, <a class="code" href="classmpdf.html#acb7dda792b3cd5576f39fa3129abbab" title="random variable in condition">rvc</a> ); 
    122 <a name="l00168"></a>00168                 } 
    123 <a name="l00169"></a>00169  
    124 <a name="l00170"></a>00170                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;n;i++ ) { 
    125 <a name="l00171"></a>00171                         <a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a> ( i ) =&amp; ( <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;_epdf() ); 
    126 <a name="l00172"></a>00172                 } 
    127 <a name="l00173"></a>00173         }; 
    128 <a name="l00174"></a>00174  
    129 <a name="l00175"></a><a class="code" href="classmprod.html#f5e1075f133f203113d92084b4a47c28">00175</a>         <span class="keywordtype">double</span> <a class="code" href="classmprod.html#f5e1075f133f203113d92084b4a47c28" title="Shortcut for conditioning and evaluation of the internal epdf. In some cases, this...">evallogcond</a> ( <span class="keyword">const</span> vec &amp;val, <span class="keyword">const</span> vec &amp;cond ) { 
    130 <a name="l00176"></a>00176                 <span class="keywordtype">int</span> i; 
    131 <a name="l00177"></a>00177                 <span class="keywordtype">double</span> res = 1.0; 
    132 <a name="l00178"></a>00178                 <span class="keywordflow">for</span> ( i = <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a> - 1;i &gt;= 0;i-- ) { 
    133 <a name="l00179"></a>00179                         <span class="comment">/*                      if ( mpdfs(i)-&gt;_rvc().count() &gt;0) {</span> 
    134 <a name="l00180"></a>00180 <span class="comment">                                                        mpdfs ( i )-&gt;condition ( dls ( i )-&gt;get_cond ( val,cond ) );</span> 
    135 <a name="l00181"></a>00181 <span class="comment">                                                }</span> 
    136 <a name="l00182"></a>00182 <span class="comment">                                                // add logarithms</span> 
    137 <a name="l00183"></a>00183 <span class="comment">                                                res += epdfs ( i )-&gt;evallog ( dls ( i )-&gt;get_val ( val ) );*/</span> 
    138 <a name="l00184"></a>00184                         res *= <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;evallogcond ( 
    139 <a name="l00185"></a>00185                                    <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i )-&gt;get_val ( val ), 
    140 <a name="l00186"></a>00186                                    <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i )-&gt;get_cond ( val, cond ) 
    141 <a name="l00187"></a>00187                                ); 
    142 <a name="l00188"></a>00188                 } 
    143 <a name="l00189"></a>00189                 <span class="keywordflow">return</span> res; 
    144 <a name="l00190"></a>00190         } 
    145 <a name="l00191"></a><a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68">00191</a>         vec <a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68" title="Returns the required moment of the epdf.">samplecond</a> ( <span class="keyword">const</span> vec &amp;cond, <span class="keywordtype">double</span> &amp;ll ) { 
    146 <a name="l00193"></a>00193                 vec smp= std::numeric_limits&lt;double&gt;::infinity() * ones ( <a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>() ); 
    147 <a name="l00194"></a>00194                 vec smpi; 
    148 <a name="l00195"></a>00195                 ll = 0; 
    149 <a name="l00196"></a>00196                 <span class="comment">// Hard assumption here!!! We are going backwards, to assure that samples that are needed from smp are already generated!</span> 
    150 <a name="l00197"></a>00197                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = ( <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a> - 1 );i &gt;= 0;i-- ) { 
    151 <a name="l00198"></a>00198                         <span class="keywordflow">if</span> ( <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;_rvc().count() ) { 
    152 <a name="l00199"></a>00199                                 <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;condition ( <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i )-&gt;get_cond ( smp ,cond ) ); <span class="comment">// smp is val here!!</span> 
    153 <a name="l00200"></a>00200                         } 
    154 <a name="l00201"></a>00201                         smpi = <a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a> ( i )-&gt;sample(); 
    155 <a name="l00202"></a>00202                         <span class="comment">// copy contribution of this pdf into smp</span> 
    156 <a name="l00203"></a>00203                         <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i )-&gt;fill_val ( smp, smpi ); 
    157 <a name="l00204"></a>00204                         <span class="comment">// add ith likelihood contribution</span> 
    158 <a name="l00205"></a>00205                         ll+=<a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a> ( i )-&gt;evallog ( smpi ); 
    159 <a name="l00206"></a>00206                 } 
    160 <a name="l00207"></a>00207                 <span class="keywordflow">return</span> smp; 
    161 <a name="l00208"></a>00208         } 
    162 <a name="l00209"></a>00209         mat <a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68" title="Returns the required moment of the epdf.">samplecond</a> ( <span class="keyword">const</span> vec &amp;cond, vec &amp;ll, <span class="keywordtype">int</span> N ) { 
    163 <a name="l00210"></a>00210                 mat Smp ( <a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>(),N ); 
    164 <a name="l00211"></a>00211                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;N;i++ ) {Smp.set_col ( i,<a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68" title="Returns the required moment of the epdf.">samplecond</a> ( cond,ll ( i ) ) );} 
    165 <a name="l00212"></a>00212                 <span class="keywordflow">return</span> Smp; 
    166 <a name="l00213"></a>00213         } 
    167 <a name="l00214"></a>00214  
    168 <a name="l00215"></a>00215         ~<a class="code" href="classmprod.html" title="Chain rule decomposition of epdf.">mprod</a>() {}; 
    169 <a name="l00216"></a>00216 }; 
    170 <a name="l00217"></a>00217  
    171 <a name="l00219"></a><a class="code" href="classeprod.html">00219</a> <span class="keyword">class </span><a class="code" href="classeprod.html" title="Product of independent epdfs. For dependent pdfs, use mprod.">eprod</a>: <span class="keyword">public</span> <a class="code" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> { 
    172 <a name="l00220"></a>00220 <span class="keyword">protected</span>: 
    173 <a name="l00222"></a><a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357">00222</a>         Array&lt;const epdf*&gt; <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>; 
    174 <a name="l00224"></a><a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29">00224</a>         Array&lt;datalink_e2e*&gt; <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a>; 
    175 <a name="l00225"></a>00225 <span class="keyword">public</span>: 
    176 <a name="l00226"></a>00226         <a class="code" href="classeprod.html" title="Product of independent epdfs. For dependent pdfs, use mprod.">eprod</a> ( <span class="keyword">const</span> Array&lt;const epdf*&gt; epdfs0 ) : <a class="code" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> ( <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a>() ),<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( epdfs0 ),<a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length() ) { 
    177 <a name="l00227"></a>00227                 <span class="keywordtype">bool</span> independent=<span class="keyword">true</span>; 
    178 <a name="l00228"></a>00228                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
    179 <a name="l00229"></a>00229                         independent=<a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a>.<a class="code" href="classRV.html#935790526b630dec4ffefa9ec0c2b6fb" title="Add (concat) another variable to the current one,.">add</a> ( <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;<a class="code" href="classepdf.html#ca0d32aabb4cbba347e0c37fe8607562" title="access function, possibly dangerous!">_rv</a>() ); 
    180 <a name="l00230"></a>00230                         it_assert_debug ( independent==<span class="keyword">true</span>, <span class="stringliteral">"eprod:: given components are not independent ."</span> ); 
    181 <a name="l00231"></a>00231                 } 
    182 <a name="l00232"></a>00232                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
    183 <a name="l00233"></a>00233                         <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i ) = <span class="keyword">new</span> <a class="code" href="classdatalink__e2e.html">datalink_e2e</a> ( <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;<a class="code" href="classepdf.html#ca0d32aabb4cbba347e0c37fe8607562" title="access function, possibly dangerous!">_rv</a>() , <a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a> ); 
    184 <a name="l00234"></a>00234                 } 
    185 <a name="l00235"></a>00235         } 
    186 <a name="l00236"></a>00236  
    187 <a name="l00237"></a><a class="code" href="classeprod.html#5752dd999e1f4638f9558b0cc35b64f7">00237</a>         vec <a class="code" href="classeprod.html#5752dd999e1f4638f9558b0cc35b64f7" title="return expected value">mean</a>()<span class="keyword"> const </span>{ 
    188 <a name="l00238"></a>00238                 vec tmp ( <a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>() ); 
     111<a name="l00142"></a>00142 <span class="comment">//Access methods</span> 
     112<a name="l00144"></a><a class="code" href="classemix.html#35baf0f62307455cebfbf462144b4dd8">00144</a> <span class="comment"></span>        vec&amp; <a class="code" href="classemix.html#35baf0f62307455cebfbf462144b4dd8" title="returns a pointer to the internal mean value. Use with Care!">_w</a>() {<span class="keywordflow">return</span> <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>;} 
     113<a name="l00145"></a>00145         <span class="keyword">virtual</span> ~<a class="code" href="classemix.html" title="Mixture of epdfs.">emix</a>() {<span class="keywordflow">if</span> ( <a class="code" href="classemix.html#7d0d863e6066ee02947914ff06ac34e8" title="Flag if owning Coms.">destroyComs</a> ) {<span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a>.length();i++ ) {<span class="keyword">delete</span> <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i );}}} 
     114<a name="l00147"></a><a class="code" href="classemix.html#4d7baeb2a9e3fca1d8fd32a107df291d">00147</a>         <span class="keywordtype">void</span> <a class="code" href="classemix.html#4d7baeb2a9e3fca1d8fd32a107df291d" title="Auxiliary function for taking ownership of the Coms().">ownComs</a>() {<a class="code" href="classemix.html#7d0d863e6066ee02947914ff06ac34e8" title="Flag if owning Coms.">destroyComs</a>=<span class="keyword">true</span>;} 
     115<a name="l00148"></a>00148  
     116<a name="l00150"></a><a class="code" href="classemix.html#95d175b2daa1d896ceffd69b70e02efb">00150</a>         <a class="code" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* <a class="code" href="classemix.html#95d175b2daa1d896ceffd69b70e02efb" title="access function">_Coms</a> ( <span class="keywordtype">int</span> i ) {<span class="keywordflow">return</span> <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i );} 
     117<a name="l00151"></a>00151 }; 
     118<a name="l00152"></a>00152  
     119<a name="l00161"></a><a class="code" href="classmprod.html">00161</a> <span class="keyword">class </span><a class="code" href="classmprod.html" title="Chain rule decomposition of epdf.">mprod</a>: <span class="keyword">public</span> <a class="code" href="classcompositepdf.html" title="Abstract composition of pdfs, a base for specific classes this abstract class is...">compositepdf</a>, <span class="keyword">public</span> <a class="code" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> { 
     120<a name="l00162"></a>00162 <span class="keyword">protected</span>: 
     121<a name="l00164"></a><a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e">00164</a>         Array&lt;epdf*&gt; <a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a>; 
     122<a name="l00166"></a><a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c">00166</a>         Array&lt;datalink_m2m*&gt; <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a>; 
     123<a name="l00167"></a>00167 <span class="keyword">public</span>: 
     124<a name="l00170"></a><a class="code" href="classmprod.html#419b303581a91ad85200bdcb4b3186f4">00170</a>         <a class="code" href="classmprod.html#419b303581a91ad85200bdcb4b3186f4" title="Constructor from list of mFacs,.">mprod</a> ( Array&lt;mpdf*&gt; mFacs ) : <a class="code" href="classcompositepdf.html" title="Abstract composition of pdfs, a base for specific classes this abstract class is...">compositepdf</a> ( mFacs ), <a class="code" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> ( <a class="code" href="classcompositepdf.html#635d219fb3e32852400d6f98aa4bdc93" title="find common rv, flag">getrv</a> ( true ),<a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a>() ), <a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a> ( <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a> ), <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a> ) { 
     125<a name="l00171"></a>00171                 <a class="code" href="classcompositepdf.html#5a4479785c1fdb2cc351fbea07b899ac" title="common rvc of all mpdfs is written to rvc">setrvc</a> ( <a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>,<a class="code" href="classmpdf.html#acb7dda792b3cd5576f39fa3129abbab" title="random variable in condition">rvc</a> ); 
     126<a name="l00172"></a>00172                 <span class="comment">// rv and rvc established = &gt; we can link them with mpdfs</span> 
     127<a name="l00173"></a>00173                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i &lt; <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a>;i++ ) { 
     128<a name="l00174"></a>00174                         <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i ) = <span class="keyword">new</span> <a class="code" href="classdatalink__m2m.html">datalink_m2m</a> ( <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;<a class="code" href="classmpdf.html#71256ffb5fbd08f41d650e606a5bd585" title="access function">_rv</a>(), <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;<a class="code" href="classmpdf.html#15ef062183b1ccdf794732d5fa0b77cd" title="access function">_rvc</a>(), <a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>, <a class="code" href="classmpdf.html#acb7dda792b3cd5576f39fa3129abbab" title="random variable in condition">rvc</a> ); 
     129<a name="l00175"></a>00175                 } 
     130<a name="l00176"></a>00176  
     131<a name="l00177"></a>00177                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;n;i++ ) { 
     132<a name="l00178"></a>00178                         <a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a> ( i ) =&amp; ( <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;_epdf() ); 
     133<a name="l00179"></a>00179                 } 
     134<a name="l00180"></a>00180         }; 
     135<a name="l00181"></a>00181  
     136<a name="l00182"></a><a class="code" href="classmprod.html#f5e1075f133f203113d92084b4a47c28">00182</a>         <span class="keywordtype">double</span> <a class="code" href="classmprod.html#f5e1075f133f203113d92084b4a47c28" title="Shortcut for conditioning and evaluation of the internal epdf. In some cases, this...">evallogcond</a> ( <span class="keyword">const</span> vec &amp;val, <span class="keyword">const</span> vec &amp;cond ) { 
     137<a name="l00183"></a>00183                 <span class="keywordtype">int</span> i; 
     138<a name="l00184"></a>00184                 <span class="keywordtype">double</span> res = 1.0; 
     139<a name="l00185"></a>00185                 <span class="keywordflow">for</span> ( i = <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a> - 1;i &gt;= 0;i-- ) { 
     140<a name="l00186"></a>00186                         <span class="comment">/*                      if ( mpdfs(i)-&gt;_rvc().count() &gt;0) {</span> 
     141<a name="l00187"></a>00187 <span class="comment">                                                        mpdfs ( i )-&gt;condition ( dls ( i )-&gt;get_cond ( val,cond ) );</span> 
     142<a name="l00188"></a>00188 <span class="comment">                                                }</span> 
     143<a name="l00189"></a>00189 <span class="comment">                                                // add logarithms</span> 
     144<a name="l00190"></a>00190 <span class="comment">                                                res += epdfs ( i )-&gt;evallog ( dls ( i )-&gt;get_val ( val ) );*/</span> 
     145<a name="l00191"></a>00191                         res *= <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;evallogcond ( 
     146<a name="l00192"></a>00192                                    <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i )-&gt;get_val ( val ), 
     147<a name="l00193"></a>00193                                    <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i )-&gt;get_cond ( val, cond ) 
     148<a name="l00194"></a>00194                                ); 
     149<a name="l00195"></a>00195                 } 
     150<a name="l00196"></a>00196                 <span class="keywordflow">return</span> res; 
     151<a name="l00197"></a>00197         } 
     152<a name="l00198"></a><a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68">00198</a>         vec <a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68" title="Returns a sample from the density conditioned on cond, .">samplecond</a> ( <span class="keyword">const</span> vec &amp;cond, <span class="keywordtype">double</span> &amp;ll ) { 
     153<a name="l00200"></a>00200                 vec smp= std::numeric_limits&lt;double&gt;::infinity() * ones ( <a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>() ); 
     154<a name="l00201"></a>00201                 vec smpi; 
     155<a name="l00202"></a>00202                 ll = 0; 
     156<a name="l00203"></a>00203                 <span class="comment">// Hard assumption here!!! We are going backwards, to assure that samples that are needed from smp are already generated!</span> 
     157<a name="l00204"></a>00204                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = ( <a class="code" href="classcompositepdf.html#c1646fe41ff5934d010e54ccaa46133f" title="Number of mpdfs in the composite.">n</a> - 1 );i &gt;= 0;i-- ) { 
     158<a name="l00205"></a>00205                         <span class="keywordflow">if</span> ( <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;_rvc().count() ) { 
     159<a name="l00206"></a>00206                                 <a class="code" href="classcompositepdf.html#637877061b917a16a0421bb5c4cd480d" title="Elements of composition.">mpdfs</a> ( i )-&gt;condition ( <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i )-&gt;get_cond ( smp ,cond ) ); <span class="comment">// smp is val here!!</span> 
     160<a name="l00207"></a>00207                         } 
     161<a name="l00208"></a>00208                         smpi = <a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a> ( i )-&gt;sample(); 
     162<a name="l00209"></a>00209                         <span class="comment">// copy contribution of this pdf into smp</span> 
     163<a name="l00210"></a>00210                         <a class="code" href="classmprod.html#5334777dda3dad9b9fa73e22e8d0f24c" title="Data link for each mpdfs.">dls</a> ( i )-&gt;fill_val ( smp, smpi ); 
     164<a name="l00211"></a>00211                         <span class="comment">// add ith likelihood contribution</span> 
     165<a name="l00212"></a>00212                         ll+=<a class="code" href="classmprod.html#0883ce383e8475546df138719918f70e" title="pointers to epdfs - shortcut to mpdfs()._epdf()">epdfs</a> ( i )-&gt;evallog ( smpi ); 
     166<a name="l00213"></a>00213                 } 
     167<a name="l00214"></a>00214                 <span class="keywordflow">return</span> smp; 
     168<a name="l00215"></a>00215         } 
     169<a name="l00216"></a>00216         mat <a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68" title="Returns a sample from the density conditioned on cond, .">samplecond</a> ( <span class="keyword">const</span> vec &amp;cond, vec &amp;ll, <span class="keywordtype">int</span> N ) { 
     170<a name="l00217"></a>00217                 mat Smp ( <a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>(),N ); 
     171<a name="l00218"></a>00218                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;N;i++ ) {Smp.set_col ( i,<a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68" title="Returns a sample from the density conditioned on cond, .">samplecond</a> ( cond,ll ( i ) ) );} 
     172<a name="l00219"></a>00219                 <span class="keywordflow">return</span> Smp; 
     173<a name="l00220"></a>00220         } 
     174<a name="l00221"></a>00221  
     175<a name="l00222"></a>00222         ~<a class="code" href="classmprod.html" title="Chain rule decomposition of epdf.">mprod</a>() {}; 
     176<a name="l00223"></a>00223 }; 
     177<a name="l00224"></a>00224  
     178<a name="l00226"></a><a class="code" href="classeprod.html">00226</a> <span class="keyword">class </span><a class="code" href="classeprod.html" title="Product of independent epdfs. For dependent pdfs, use mprod.">eprod</a>: <span class="keyword">public</span> <a class="code" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> { 
     179<a name="l00227"></a>00227 <span class="keyword">protected</span>: 
     180<a name="l00229"></a><a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357">00229</a>         Array&lt;const epdf*&gt; <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>; 
     181<a name="l00231"></a><a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29">00231</a>         Array&lt;datalink_e2e*&gt; <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a>; 
     182<a name="l00232"></a>00232 <span class="keyword">public</span>: 
     183<a name="l00233"></a>00233         <a class="code" href="classeprod.html" title="Product of independent epdfs. For dependent pdfs, use mprod.">eprod</a> ( <span class="keyword">const</span> Array&lt;const epdf*&gt; epdfs0 ) : <a class="code" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> ( <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a>() ),<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( epdfs0 ),<a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length() ) { 
     184<a name="l00234"></a>00234                 <span class="keywordtype">bool</span> independent=<span class="keyword">true</span>; 
     185<a name="l00235"></a>00235                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
     186<a name="l00236"></a>00236                         independent=<a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a>.<a class="code" href="classRV.html#935790526b630dec4ffefa9ec0c2b6fb" title="Add (concat) another variable to the current one,.">add</a> ( <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;<a class="code" href="classepdf.html#ca0d32aabb4cbba347e0c37fe8607562" title="access function, possibly dangerous!">_rv</a>() ); 
     187<a name="l00237"></a>00237                         it_assert_debug ( independent==<span class="keyword">true</span>, <span class="stringliteral">"eprod:: given components are not independent ."</span> ); 
     188<a name="l00238"></a>00238                 } 
    189189<a name="l00239"></a>00239                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
    190 <a name="l00240"></a>00240                         vec pom = <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;mean(); 
    191 <a name="l00241"></a>00241                         <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i )-&gt;fill_val ( tmp, pom ); 
    192 <a name="l00242"></a>00242                 } 
    193 <a name="l00243"></a>00243                 <span class="keywordflow">return</span> tmp; 
    194 <a name="l00244"></a>00244         } 
    195 <a name="l00245"></a><a class="code" href="classeprod.html#94a5b7c44056cf7f4e688d53ba6295b4">00245</a>         vec <a class="code" href="classeprod.html#94a5b7c44056cf7f4e688d53ba6295b4" title="Returns a sample,  from density .">sample</a>()<span class="keyword"> const </span>{ 
    196 <a name="l00246"></a>00246                 vec tmp ( <a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>() ); 
    197 <a name="l00247"></a>00247                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
    198 <a name="l00248"></a>00248                         vec pom = <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;sample(); 
    199 <a name="l00249"></a>00249                         <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i )-&gt;fill_val ( tmp, pom ); 
    200 <a name="l00250"></a>00250                 } 
    201 <a name="l00251"></a>00251                 <span class="keywordflow">return</span> tmp; 
    202 <a name="l00252"></a>00252         } 
    203 <a name="l00253"></a><a class="code" href="classeprod.html#0af49e491414d6f270dc347bcb054eb6">00253</a>         <span class="keywordtype">double</span> <a class="code" href="classeprod.html#0af49e491414d6f270dc347bcb054eb6" title="Compute log-probability of argument val.">evallog</a> ( <span class="keyword">const</span> vec &amp;val )<span class="keyword"> const </span>{ 
    204 <a name="l00254"></a>00254                 <span class="keywordtype">double</span> tmp=0; 
    205 <a name="l00255"></a>00255                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
    206 <a name="l00256"></a>00256                         tmp+=<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;evallog ( <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i )-&gt;get_val ( val ) ); 
     190<a name="l00240"></a>00240                         <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i ) = <span class="keyword">new</span> <a class="code" href="classdatalink__e2e.html">datalink_e2e</a> ( <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;<a class="code" href="classepdf.html#ca0d32aabb4cbba347e0c37fe8607562" title="access function, possibly dangerous!">_rv</a>() , <a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a> ); 
     191<a name="l00241"></a>00241                 } 
     192<a name="l00242"></a>00242         } 
     193<a name="l00243"></a>00243  
     194<a name="l00244"></a><a class="code" href="classeprod.html#5752dd999e1f4638f9558b0cc35b64f7">00244</a>         vec <a class="code" href="classeprod.html#5752dd999e1f4638f9558b0cc35b64f7" title="return expected value">mean</a>()<span class="keyword"> const </span>{ 
     195<a name="l00245"></a>00245                 vec tmp ( <a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>() ); 
     196<a name="l00246"></a>00246                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
     197<a name="l00247"></a>00247                         vec pom = <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;mean(); 
     198<a name="l00248"></a>00248                         <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i )-&gt;fill_val ( tmp, pom ); 
     199<a name="l00249"></a>00249                 } 
     200<a name="l00250"></a>00250                 <span class="keywordflow">return</span> tmp; 
     201<a name="l00251"></a>00251         } 
     202<a name="l00252"></a><a class="code" href="classeprod.html#71d37aa4676dc41bb4ff6ceb4ccdc594">00252</a>         vec <a class="code" href="classeprod.html#71d37aa4676dc41bb4ff6ceb4ccdc594" title="return expected variance (not covariance!)">variance</a>()<span class="keyword"> const </span>{ 
     203<a name="l00253"></a>00253                 vec tmp ( <a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>() ); <span class="comment">//second moment</span> 
     204<a name="l00254"></a>00254                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
     205<a name="l00255"></a>00255                         vec pom = <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;mean(); 
     206<a name="l00256"></a>00256                         <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i )-&gt;fill_val ( tmp, pow(pom,2) ); 
    207207<a name="l00257"></a>00257                 } 
    208 <a name="l00258"></a>00258                 it_assert_debug(std::isfinite(tmp),<span class="stringliteral">"Infinite"</span>); 
    209 <a name="l00259"></a>00259                 <span class="keywordflow">return</span> tmp; 
    210 <a name="l00260"></a>00260         } 
    211 <a name="l00262"></a><a class="code" href="classeprod.html#c049331d8b1ec7e4c088cf0cc6d47f3f">00262</a>         <span class="keyword">const</span> <a class="code" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* <a class="code" href="classeprod.html#c049331d8b1ec7e4c088cf0cc6d47f3f" title="access function">operator () </a>( <span class="keywordtype">int</span> i )<span class="keyword"> const </span>{it_assert_debug ( i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length(),<span class="stringliteral">"wrong index"</span> );<span class="keywordflow">return</span> <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i );} 
    212 <a name="l00263"></a>00263  
    213 <a name="l00265"></a><a class="code" href="classeprod.html#fe8cc34921cb43558654455007676f05">00265</a>         <a class="code" href="classeprod.html#fe8cc34921cb43558654455007676f05" title="Destructor.">~eprod</a>() {<span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) {<span class="keyword">delete</span> <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i );}} 
    214 <a name="l00266"></a>00266 }; 
    215 <a name="l00267"></a>00267  
    216 <a name="l00268"></a>00268  
    217 <a name="l00272"></a><a class="code" href="classmmix.html">00272</a> <span class="keyword">class </span><a class="code" href="classmmix.html" title="Mixture of mpdfs with constant weights, all mpdfs are of equal type.">mmix</a> : <span class="keyword">public</span> <a class="code" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> { 
    218 <a name="l00273"></a>00273 <span class="keyword">protected</span>: 
    219 <a name="l00275"></a><a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f">00275</a>         Array&lt;mpdf*&gt; <a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a>; 
    220 <a name="l00277"></a><a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914">00277</a>         <a class="code" href="classemix.html" title="Mixture of epdfs.">emix</a> <a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a>; 
    221 <a name="l00278"></a>00278 <span class="keyword">public</span>: 
    222 <a name="l00280"></a><a class="code" href="classmmix.html#6769a962f1f4d0ecc5b903b5f7d26ad3">00280</a>         <a class="code" href="classmmix.html#6769a962f1f4d0ecc5b903b5f7d26ad3" title="Default constructor.">mmix</a> ( <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a> &amp;<a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>, <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a> &amp;<a class="code" href="classmpdf.html#acb7dda792b3cd5576f39fa3129abbab" title="random variable in condition">rvc</a> ) : <a class="code" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> ( rv, rvc ), <a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a> ( rv ) {<a class="code" href="classmpdf.html#7aa894208a32f3487827df6d5054424c" title="pointer to internal epdf">ep</a> = &amp;<a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a>;}; 
    223 <a name="l00282"></a><a class="code" href="classmmix.html#e7681490a5c5b2d0a43f4e5842e10a9d">00282</a>         <span class="keywordtype">void</span> <a class="code" href="classmmix.html#e7681490a5c5b2d0a43f4e5842e10a9d" title="Set weights w and components R.">set_parameters</a> ( <span class="keyword">const</span> vec &amp;w, <span class="keyword">const</span> Array&lt;mpdf*&gt; &amp;<a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a> ) { 
    224 <a name="l00283"></a>00283                 Array&lt;epdf*&gt; Eps ( Coms.length() ); 
    225 <a name="l00284"></a>00284  
    226 <a name="l00285"></a>00285                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i &lt; Coms.length();i++ ) { 
    227 <a name="l00286"></a>00286                         Eps ( i ) = &amp; ( <a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a> ( i )-&gt;_epdf() ); 
    228 <a name="l00287"></a>00287                 } 
    229 <a name="l00288"></a>00288                 <a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a>.<a class="code" href="classemix.html#d3789d50a3327a6de552db077af5e4c5">set_parameters</a> ( w, Eps ); 
    230 <a name="l00289"></a>00289         }; 
    231 <a name="l00290"></a>00290  
    232 <a name="l00291"></a><a class="code" href="classmmix.html#1a66629ec5c2b6f4740606cf737f0193">00291</a>         <span class="keywordtype">void</span> <a class="code" href="classmmix.html#1a66629ec5c2b6f4740606cf737f0193" title="Update ep so that it represents this mpdf conditioned on rvc = cond.">condition</a> ( <span class="keyword">const</span> vec &amp;cond ) { 
    233 <a name="l00292"></a>00292                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i &lt; <a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a>.length();i++ ) {<a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a> ( i )-&gt;condition ( cond );} 
    234 <a name="l00293"></a>00293         }; 
    235 <a name="l00294"></a>00294 }; 
    236 <a name="l00295"></a>00295  
    237 <a name="l00296"></a>00296 <span class="preprocessor">#endif //MX_H</span> 
     208<a name="l00258"></a>00258                 <span class="keywordflow">return</span> tmp-pow(<a class="code" href="classeprod.html#5752dd999e1f4638f9558b0cc35b64f7" title="return expected value">mean</a>(),2); 
     209<a name="l00259"></a>00259         } 
     210<a name="l00260"></a><a class="code" href="classeprod.html#94a5b7c44056cf7f4e688d53ba6295b4">00260</a>         vec <a class="code" href="classeprod.html#94a5b7c44056cf7f4e688d53ba6295b4" title="Returns a sample,  from density .">sample</a>()<span class="keyword"> const </span>{ 
     211<a name="l00261"></a>00261                 vec tmp ( <a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a>.<a class="code" href="classRV.html#f5c7b8bd589eef09ccdf3329a0addea0" title="Return number of scalars in the RV.">count</a>() ); 
     212<a name="l00262"></a>00262                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
     213<a name="l00263"></a>00263                         vec pom = <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;sample(); 
     214<a name="l00264"></a>00264                         <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i )-&gt;fill_val ( tmp, pom ); 
     215<a name="l00265"></a>00265                 } 
     216<a name="l00266"></a>00266                 <span class="keywordflow">return</span> tmp; 
     217<a name="l00267"></a>00267         } 
     218<a name="l00268"></a><a class="code" href="classeprod.html#0af49e491414d6f270dc347bcb054eb6">00268</a>         <span class="keywordtype">double</span> <a class="code" href="classeprod.html#0af49e491414d6f270dc347bcb054eb6" title="Compute log-probability of argument val.">evallog</a> ( <span class="keyword">const</span> vec &amp;val )<span class="keyword"> const </span>{ 
     219<a name="l00269"></a>00269                 <span class="keywordtype">double</span> tmp=0; 
     220<a name="l00270"></a>00270                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { 
     221<a name="l00271"></a>00271                         tmp+=<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )-&gt;evallog ( <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i )-&gt;get_val ( val ) ); 
     222<a name="l00272"></a>00272                 } 
     223<a name="l00273"></a>00273                 it_assert_debug(std::isfinite(tmp),<span class="stringliteral">"Infinite"</span>); 
     224<a name="l00274"></a>00274                 <span class="keywordflow">return</span> tmp; 
     225<a name="l00275"></a>00275         } 
     226<a name="l00277"></a><a class="code" href="classeprod.html#c049331d8b1ec7e4c088cf0cc6d47f3f">00277</a>         <span class="keyword">const</span> <a class="code" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* <a class="code" href="classeprod.html#c049331d8b1ec7e4c088cf0cc6d47f3f" title="access function">operator () </a>( <span class="keywordtype">int</span> i )<span class="keyword"> const </span>{it_assert_debug ( i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length(),<span class="stringliteral">"wrong index"</span> );<span class="keywordflow">return</span> <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i );} 
     227<a name="l00278"></a>00278  
     228<a name="l00280"></a><a class="code" href="classeprod.html#fe8cc34921cb43558654455007676f05">00280</a>         <a class="code" href="classeprod.html#fe8cc34921cb43558654455007676f05" title="Destructor.">~eprod</a>() {<span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) {<span class="keyword">delete</span> <a class="code" href="classeprod.html#852a8e1b5b52a992f56cd2ab6c0b4a29" title="Array of indeces.">dls</a> ( i );}} 
     229<a name="l00281"></a>00281 }; 
     230<a name="l00282"></a>00282  
     231<a name="l00283"></a>00283  
     232<a name="l00287"></a><a class="code" href="classmmix.html">00287</a> <span class="keyword">class </span><a class="code" href="classmmix.html" title="Mixture of mpdfs with constant weights, all mpdfs are of equal type.">mmix</a> : <span class="keyword">public</span> <a class="code" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> { 
     233<a name="l00288"></a>00288 <span class="keyword">protected</span>: 
     234<a name="l00290"></a><a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f">00290</a>         Array&lt;mpdf*&gt; <a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a>; 
     235<a name="l00292"></a><a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914">00292</a>         <a class="code" href="classemix.html" title="Mixture of epdfs.">emix</a> <a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a>; 
     236<a name="l00293"></a>00293 <span class="keyword">public</span>: 
     237<a name="l00295"></a><a class="code" href="classmmix.html#6769a962f1f4d0ecc5b903b5f7d26ad3">00295</a>         <a class="code" href="classmmix.html#6769a962f1f4d0ecc5b903b5f7d26ad3" title="Default constructor.">mmix</a> ( <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a> &amp;<a class="code" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb" title="modeled random variable">rv</a>, <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a> &amp;<a class="code" href="classmpdf.html#acb7dda792b3cd5576f39fa3129abbab" title="random variable in condition">rvc</a> ) : <a class="code" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> ( rv, rvc ), <a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a> ( rv ) {<a class="code" href="classmpdf.html#7aa894208a32f3487827df6d5054424c" title="pointer to internal epdf">ep</a> = &amp;<a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a>;}; 
     238<a name="l00297"></a><a class="code" href="classmmix.html#e7681490a5c5b2d0a43f4e5842e10a9d">00297</a>         <span class="keywordtype">void</span> <a class="code" href="classmmix.html#e7681490a5c5b2d0a43f4e5842e10a9d" title="Set weights w and components R.">set_parameters</a> ( <span class="keyword">const</span> vec &amp;w, <span class="keyword">const</span> Array&lt;mpdf*&gt; &amp;<a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a> ) { 
     239<a name="l00298"></a>00298                 Array&lt;epdf*&gt; Eps ( Coms.length() ); 
     240<a name="l00299"></a>00299  
     241<a name="l00300"></a>00300                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i &lt; Coms.length();i++ ) { 
     242<a name="l00301"></a>00301                         Eps ( i ) = &amp; ( <a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a> ( i )-&gt;_epdf() ); 
     243<a name="l00302"></a>00302                 } 
     244<a name="l00303"></a>00303                 <a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a>.<a class="code" href="classemix.html#d3789d50a3327a6de552db077af5e4c5">set_parameters</a> ( w, Eps ); 
     245<a name="l00304"></a>00304         }; 
     246<a name="l00305"></a>00305  
     247<a name="l00306"></a><a class="code" href="classmmix.html#1a66629ec5c2b6f4740606cf737f0193">00306</a>         <span class="keywordtype">void</span> <a class="code" href="classmmix.html#1a66629ec5c2b6f4740606cf737f0193" title="Update ep so that it represents this mpdf conditioned on rvc = cond.">condition</a> ( <span class="keyword">const</span> vec &amp;cond ) { 
     248<a name="l00307"></a>00307                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i &lt; <a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a>.length();i++ ) {<a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a> ( i )-&gt;condition ( cond );} 
     249<a name="l00308"></a>00308         }; 
     250<a name="l00309"></a>00309 }; 
     251<a name="l00310"></a>00310  
     252<a name="l00311"></a>00311 <span class="preprocessor">#endif //MX_H</span> 
    238253</pre></div></div> 
    239 <hr size="1"><address style="text-align: right;"><small>Generated on Mon Jan 5 19:29:09 2009 for mixpp by&nbsp; 
     254<hr size="1"><address style="text-align: right;"><small>Generated on Thu Jan 15 10:50:25 2009 for mixpp by&nbsp; 
    240255<a href="http://www.doxygen.org/index.html"> 
    241256<img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.6 </small></address>