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|  | 64 | <h1>emix.h</h1><a href="emix_8h.html">Go to the documentation of this file.</a><div class="fragment"><pre class="fragment"><a name="l00001"></a>00001 | 
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|  | 65 | <a name="l00013"></a>00013 <span class="preprocessor">#ifndef EMIX_H</span> | 
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|  | 66 | <a name="l00014"></a>00014 <span class="preprocessor"></span><span class="preprocessor">#define EMIX_H</span> | 
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|  | 67 | <a name="l00015"></a>00015 <span class="preprocessor"></span> | 
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|  | 68 | <a name="l00016"></a>00016 <span class="preprocessor">#define LOG2  0.69314718055995  </span> | 
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|  | 69 | <a name="l00017"></a>00017 <span class="preprocessor"></span> | 
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|  | 70 | <a name="l00018"></a>00018 <span class="preprocessor">#include "../shared_ptr.h"</span> | 
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|  | 71 | <a name="l00019"></a>00019 <span class="preprocessor">#include "<a class="code" href="exp__family_8h.html" title="Probability distributions for Exponential Family models.">exp_family.h</a>"</span> | 
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|  | 72 | <a name="l00020"></a>00020 | 
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|  | 73 | <a name="l00021"></a>00021 <span class="keyword">namespace </span>bdm { | 
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|  | 74 | <a name="l00022"></a>00022 | 
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|  | 75 | <a name="l00023"></a>00023 <span class="comment">//this comes first because it is used inside emix!</span> | 
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|  | 76 | <a name="l00024"></a>00024 | 
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|  | 77 | <a name="l00037"></a><a class="code" href="classbdm_1_1mratio.html">00037</a> <span class="keyword">class </span><a class="code" href="classbdm_1_1mratio.html" title="Class representing ratio of two densities which arise e.g. by applying the Bayes...">mratio</a>: <span class="keyword">public</span> <a class="code" href="classbdm_1_1mpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> { | 
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|  | 78 | <a name="l00038"></a>00038 <span class="keyword">protected</span>: | 
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|  | 79 | <a name="l00040"></a><a class="code" href="classbdm_1_1mratio.html#f31caba90a2aa10fbf7631832404fe54">00040</a>         <span class="keyword">const</span> <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* <a class="code" href="classbdm_1_1mratio.html#f31caba90a2aa10fbf7631832404fe54" title="Nominator in the form of mpdf.">nom</a>; | 
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|  | 80 | <a name="l00042"></a><a class="code" href="classbdm_1_1mratio.html#7daa5d02d3a3be9d15fd4156d886ed88">00042</a>         <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* <a class="code" href="classbdm_1_1mratio.html#7daa5d02d3a3be9d15fd4156d886ed88" title="Denominator in the form of epdf.">den</a>; | 
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|  | 81 | <a name="l00044"></a><a class="code" href="classbdm_1_1mratio.html#51bfe6675e724f7fbeaaeacce5a9f9b8">00044</a>         <span class="keywordtype">bool</span> <a class="code" href="classbdm_1_1mratio.html#51bfe6675e724f7fbeaaeacce5a9f9b8" title="flag for destructor">destroynom</a>; | 
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|  | 82 | <a name="l00046"></a><a class="code" href="classbdm_1_1mratio.html#cda5bd23ba60146d69e1f804ff7710c7">00046</a>         <a class="code" href="classbdm_1_1datalink__m2e.html" title="Data link with a condition.">datalink_m2e</a> <a class="code" href="classbdm_1_1mratio.html#cda5bd23ba60146d69e1f804ff7710c7" title="datalink between conditional and nom">dl</a>; | 
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|  | 83 | <a name="l00047"></a>00047 <span class="keyword">public</span>: | 
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|  | 84 | <a name="l00050"></a><a class="code" href="classbdm_1_1mratio.html#0ff56d13f9515d7e5f23b7a4cc5529b4">00050</a>         <a class="code" href="classbdm_1_1mratio.html#0ff56d13f9515d7e5f23b7a4cc5529b4">mratio</a> ( <span class="keyword">const</span> <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* nom0, <span class="keyword">const</span> <a class="code" href="classbdm_1_1RV.html" title="Class representing variables, most often random variables.">RV</a> &rv, <span class="keywordtype">bool</span> copy=<span class="keyword">false</span> ) :<a class="code" href="classbdm_1_1mpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> ( ), <a class="code" href="classbdm_1_1mratio.html#cda5bd23ba60146d69e1f804ff7710c7" title="datalink between conditional and nom">dl</a> ( ) { | 
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|  | 85 | <a name="l00051"></a>00051                 <span class="comment">// adjust rv and rvc</span> | 
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|  | 86 | <a name="l00052"></a>00052                 <a class="code" href="classbdm_1_1mpdf.html#5a5f08950daa08b85b01ddf4e1c36288" title="random variable in condition">rvc</a> = nom0-><a class="code" href="classbdm_1_1epdf.html#a4ab378d5e004c3ff3e2d4e64f7bba21" title="Return name (fails when isnamed is false).">_rv</a>().<a class="code" href="classbdm_1_1RV.html#aec44dabdf0a6d90fbae95e1356eda39" title="Subtract another variable from the current one.">subt</a> ( rv ); | 
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|  | 87 | <a name="l00053"></a>00053                 <a class="code" href="classbdm_1_1mpdf.html#7c1900976ff13dbc09c9729b3bbff9e6" title="dimension of the condition">dimc</a> = <a class="code" href="classbdm_1_1mpdf.html#5a5f08950daa08b85b01ddf4e1c36288" title="random variable in condition">rvc</a>._dsize(); | 
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|  | 88 | <a name="l00054"></a>00054                 set_ep(<a class="code" href="classbdm_1_1shared__ptr.html">shared_ptr<epdf></a>(<span class="keyword">new</span> <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>)); | 
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|  | 89 | <a name="l00055"></a>00055                 e()->set_parameters(rv._dsize()); | 
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|  | 90 | <a name="l00056"></a>00056                 e()-><a class="code" href="classbdm_1_1epdf.html#f423e28448dbb69ef4905295ec8de8ff" title="Name its rv.">set_rv</a>(rv); | 
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|  | 91 | <a name="l00057"></a>00057 | 
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|  | 92 | <a name="l00058"></a>00058                 <span class="comment">//prepare data structures</span> | 
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|  | 93 | <a name="l00059"></a>00059                 <span class="keywordflow">if</span> ( copy ) {it_error ( <span class="stringliteral">"todo"</span> ); <a class="code" href="classbdm_1_1mratio.html#51bfe6675e724f7fbeaaeacce5a9f9b8" title="flag for destructor">destroynom</a>=<span class="keyword">true</span>; } | 
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|  | 94 | <a name="l00060"></a>00060                 <span class="keywordflow">else</span> { <a class="code" href="classbdm_1_1mratio.html#f31caba90a2aa10fbf7631832404fe54" title="Nominator in the form of mpdf.">nom</a> = nom0; <a class="code" href="classbdm_1_1mratio.html#51bfe6675e724f7fbeaaeacce5a9f9b8" title="flag for destructor">destroynom</a> = <span class="keyword">false</span>; } | 
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|  | 95 | <a name="l00061"></a>00061                 it_assert_debug ( <a class="code" href="classbdm_1_1mpdf.html#5a5f08950daa08b85b01ddf4e1c36288" title="random variable in condition">rvc</a>.length() >0,<span class="stringliteral">"Makes no sense to use this object!"</span> ); | 
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|  | 96 | <a name="l00062"></a>00062 | 
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|  | 97 | <a name="l00063"></a>00063                 <span class="comment">// build denominator</span> | 
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|  | 98 | <a name="l00064"></a>00064                 <a class="code" href="classbdm_1_1mratio.html#7daa5d02d3a3be9d15fd4156d886ed88" title="Denominator in the form of epdf.">den</a> = <a class="code" href="classbdm_1_1mratio.html#f31caba90a2aa10fbf7631832404fe54" title="Nominator in the form of mpdf.">nom</a>-><a class="code" href="classbdm_1_1epdf.html#3fb2ece54f720b62ad325e61214fa0a1" title="Return marginal density on the given RV, the remainig rvs are intergrated out.">marginal</a> ( <a class="code" href="classbdm_1_1mpdf.html#5a5f08950daa08b85b01ddf4e1c36288" title="random variable in condition">rvc</a> ); | 
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|  | 99 | <a name="l00065"></a>00065                 <a class="code" href="classbdm_1_1mratio.html#cda5bd23ba60146d69e1f804ff7710c7" title="datalink between conditional and nom">dl</a>.set_connection(rv,<a class="code" href="classbdm_1_1mpdf.html#5a5f08950daa08b85b01ddf4e1c36288" title="random variable in condition">rvc</a>,nom0-><a class="code" href="classbdm_1_1epdf.html#a4ab378d5e004c3ff3e2d4e64f7bba21" title="Return name (fails when isnamed is false).">_rv</a>()); | 
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|  | 100 | <a name="l00066"></a>00066         }; | 
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|  | 101 | <a name="l00067"></a><a class="code" href="classbdm_1_1mratio.html#3a2cbce8c61ca9f592d9c2220f7c1204">00067</a>         <span class="keywordtype">double</span> <a class="code" href="classbdm_1_1mratio.html#3a2cbce8c61ca9f592d9c2220f7c1204" title="Shortcut for conditioning and evaluation of the internal epdf. In some cases, this...">evallogcond</a> ( <span class="keyword">const</span> vec &val, <span class="keyword">const</span> vec &cond ) { | 
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|  | 102 | <a name="l00068"></a>00068                 <span class="keywordtype">double</span> tmp; | 
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|  | 103 | <a name="l00069"></a>00069                 vec nom_val ( e()->dimension() + <a class="code" href="classbdm_1_1mpdf.html#7c1900976ff13dbc09c9729b3bbff9e6" title="dimension of the condition">dimc</a> ); | 
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|  | 104 | <a name="l00070"></a>00070                 <a class="code" href="classbdm_1_1mratio.html#cda5bd23ba60146d69e1f804ff7710c7" title="datalink between conditional and nom">dl</a>.pushup_cond ( nom_val,val,cond ); | 
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|  | 105 | <a name="l00071"></a>00071                 tmp = exp ( <a class="code" href="classbdm_1_1mratio.html#f31caba90a2aa10fbf7631832404fe54" title="Nominator in the form of mpdf.">nom</a>-><a class="code" href="classbdm_1_1epdf.html#deab266d63c236c277538867d5c3f249">evallog</a> ( nom_val ) - <a class="code" href="classbdm_1_1mratio.html#7daa5d02d3a3be9d15fd4156d886ed88" title="Denominator in the form of epdf.">den</a>-><a class="code" href="classbdm_1_1epdf.html#deab266d63c236c277538867d5c3f249">evallog</a> ( cond ) ); | 
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|  | 106 | <a name="l00072"></a>00072                 it_assert_debug ( std::isfinite ( tmp ),<span class="stringliteral">"Infinite value"</span> ); | 
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|  | 107 | <a name="l00073"></a>00073                 <span class="keywordflow">return</span> tmp; | 
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|  | 108 | <a name="l00074"></a>00074         } | 
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|  | 109 | <a name="l00076"></a><a class="code" href="classbdm_1_1mratio.html#c8b39fea586d4258bb3c881406edaf15">00076</a>         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1mratio.html#c8b39fea586d4258bb3c881406edaf15" title="Object takes ownership of nom and will destroy it.">ownnom</a>() {<a class="code" href="classbdm_1_1mratio.html#51bfe6675e724f7fbeaaeacce5a9f9b8" title="flag for destructor">destroynom</a>=<span class="keyword">true</span>;} | 
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|  | 110 | <a name="l00078"></a><a class="code" href="classbdm_1_1mratio.html#c0cc0b25dbdc54751466616655454c5c">00078</a>         <a class="code" href="classbdm_1_1mratio.html#c0cc0b25dbdc54751466616655454c5c" title="Default destructor.">~mratio</a>() {<span class="keyword">delete</span> <a class="code" href="classbdm_1_1mratio.html#7daa5d02d3a3be9d15fd4156d886ed88" title="Denominator in the form of epdf.">den</a>; <span class="keywordflow">if</span> ( <a class="code" href="classbdm_1_1mratio.html#51bfe6675e724f7fbeaaeacce5a9f9b8" title="flag for destructor">destroynom</a> ) {<span class="keyword">delete</span> <a class="code" href="classbdm_1_1mratio.html#f31caba90a2aa10fbf7631832404fe54" title="Nominator in the form of mpdf.">nom</a>;}} | 
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|  | 111 | <a name="l00079"></a>00079 }; | 
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|  | 112 | <a name="l00080"></a>00080 | 
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|  | 113 | <a name="l00091"></a><a class="code" href="classbdm_1_1emix.html">00091</a> <span class="keyword">class </span><a class="code" href="classbdm_1_1emix.html" title="Mixture of epdfs.">emix</a> : <span class="keyword">public</span> <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> { | 
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|  | 114 | <a name="l00092"></a>00092 <span class="keyword">protected</span>: | 
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|  | 115 | <a name="l00094"></a><a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46">00094</a>         vec <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a>; | 
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|  | 116 | <a name="l00096"></a><a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e">00096</a>         Array<epdf*> <a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a>; | 
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|  | 117 | <a name="l00098"></a><a class="code" href="classbdm_1_1emix.html#47189df41a4616c2fed5972f015743f4">00098</a>         <span class="keywordtype">bool</span> <a class="code" href="classbdm_1_1emix.html#47189df41a4616c2fed5972f015743f4" title="Flag if owning Coms.">destroyComs</a>; | 
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|  | 118 | <a name="l00099"></a>00099 <span class="keyword">public</span>: | 
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|  | 119 | <a name="l00101"></a><a class="code" href="classbdm_1_1emix.html#4838f3a376ee0bd3c658bfb8f4ea4a3d">00101</a>         <a class="code" href="classbdm_1_1emix.html#4838f3a376ee0bd3c658bfb8f4ea4a3d" title="Default constructor.">emix</a> ( ) : <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> ( ) {}; | 
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|  | 120 | <a name="l00104"></a>00104         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1emix.html#3a107a6b808a081389ef17af951c234a">set_parameters</a> ( <span class="keyword">const</span> vec &<a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a>, <span class="keyword">const</span> Array<epdf*> &<a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a>, <span class="keywordtype">bool</span> copy=<span class="keyword">false</span> ); | 
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|  | 121 | <a name="l00105"></a>00105 | 
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|  | 122 | <a name="l00106"></a>00106         vec <a class="code" href="classbdm_1_1emix.html#e8839dbbb0d1276a8dbe957a67cfe0dc" title="Returns a sample,  from density .">sample</a>() <span class="keyword">const</span>; | 
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|  | 123 | <a name="l00107"></a><a class="code" href="classbdm_1_1emix.html#a3a5390bc56e81ef3b0debc0f185fa8a">00107</a>         vec <a class="code" href="classbdm_1_1emix.html#a3a5390bc56e81ef3b0debc0f185fa8a" title="return expected value">mean</a>()<span class="keyword"> const </span>{ | 
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|  | 124 | <a name="l00108"></a>00108                 <span class="keywordtype">int</span> i; vec mu = zeros ( <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a> ); | 
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|  | 125 | <a name="l00109"></a>00109                 <span class="keywordflow">for</span> ( i = 0;i < <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a>.length();i++ ) {mu += <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a> ( i ) * <a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a> ( i )->mean(); } | 
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|  | 126 | <a name="l00110"></a>00110                 <span class="keywordflow">return</span> mu; | 
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|  | 127 | <a name="l00111"></a>00111         } | 
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|  | 128 | <a name="l00112"></a><a class="code" href="classbdm_1_1emix.html#e9a627023cdf90c9ffd8eef726595c86">00112</a>         vec <a class="code" href="classbdm_1_1emix.html#e9a627023cdf90c9ffd8eef726595c86" title="return expected variance (not covariance!)">variance</a>()<span class="keyword"> const </span>{ | 
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|  | 129 | <a name="l00113"></a>00113                 <span class="comment">//non-central moment</span> | 
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|  | 130 | <a name="l00114"></a>00114                 vec mom2 = zeros ( <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a> ); | 
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|  | 131 | <a name="l00115"></a>00115                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i < <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a>.length();i++ ) {mom2 += <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a> ( i ) * (<a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a>(i)->variance() + pow ( <a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a> ( i )-><a class="code" href="classbdm_1_1emix.html#a3a5390bc56e81ef3b0debc0f185fa8a" title="return expected value">mean</a>(),2 )); } | 
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|  | 132 | <a name="l00116"></a>00116                 <span class="comment">//central moment</span> | 
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|  | 133 | <a name="l00117"></a>00117                 <span class="keywordflow">return</span> mom2-pow ( <a class="code" href="classbdm_1_1emix.html#a3a5390bc56e81ef3b0debc0f185fa8a" title="return expected value">mean</a>(),2 ); | 
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|  | 134 | <a name="l00118"></a>00118         } | 
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|  | 135 | <a name="l00119"></a><a class="code" href="classbdm_1_1emix.html#0f3db99f730bde6b7953931594537e8e">00119</a>         <span class="keywordtype">double</span> <a class="code" href="classbdm_1_1emix.html#0f3db99f730bde6b7953931594537e8e">evallog</a> ( <span class="keyword">const</span> vec &val )<span class="keyword"> const </span>{ | 
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|  | 136 | <a name="l00120"></a>00120                 <span class="keywordtype">int</span> i; | 
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|  | 137 | <a name="l00121"></a>00121                 <span class="keywordtype">double</span> sum = 0.0; | 
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|  | 138 | <a name="l00122"></a>00122                 <span class="keywordflow">for</span> ( i = 0;i < <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a>.length();i++ ) {sum += <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a> ( i ) * exp ( <a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a> ( i )-><a class="code" href="classbdm_1_1emix.html#0f3db99f730bde6b7953931594537e8e">evallog</a> ( val ) );} | 
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|  | 139 | <a name="l00123"></a>00123                 <span class="keywordflow">if</span> ( sum==0.0 ) {sum=std::numeric_limits<double>::epsilon();} | 
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|  | 140 | <a name="l00124"></a>00124                 <span class="keywordtype">double</span> tmp=log ( sum ); | 
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|  | 141 | <a name="l00125"></a>00125                 it_assert_debug ( std::isfinite ( tmp ),<span class="stringliteral">"Infinite"</span> ); | 
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|  | 142 | <a name="l00126"></a>00126                 <span class="keywordflow">return</span> tmp; | 
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|  | 143 | <a name="l00127"></a>00127         }; | 
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|  | 144 | <a name="l00128"></a><a class="code" href="classbdm_1_1emix.html#23af1986e2afcbc8c7e1c30f610e703b">00128</a>         vec <a class="code" href="classbdm_1_1emix.html#23af1986e2afcbc8c7e1c30f610e703b" title="Compute log-probability of multiple values argument val.">evallog_m</a> ( <span class="keyword">const</span> mat &Val )<span class="keyword"> const </span>{ | 
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|  | 145 | <a name="l00129"></a>00129                 vec x=zeros ( Val.cols() ); | 
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|  | 146 | <a name="l00130"></a>00130                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0; i < <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a>.length(); i++ ) { | 
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|  | 147 | <a name="l00131"></a>00131                         x+= <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a> ( i ) *exp ( <a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a> ( i )-><a class="code" href="classbdm_1_1emix.html#23af1986e2afcbc8c7e1c30f610e703b" title="Compute log-probability of multiple values argument val.">evallog_m</a> ( Val ) ); | 
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|  | 148 | <a name="l00132"></a>00132                 } | 
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|  | 149 | <a name="l00133"></a>00133                 <span class="keywordflow">return</span> log ( x ); | 
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|  | 150 | <a name="l00134"></a>00134         }; | 
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|  | 151 | <a name="l00136"></a><a class="code" href="classbdm_1_1emix.html#e64c1d5a73f541e469792e23d4677af2">00136</a>         mat <a class="code" href="classbdm_1_1emix.html#e64c1d5a73f541e469792e23d4677af2" title="Auxiliary function that returns pdflog for each component.">evallog_M</a> ( <span class="keyword">const</span> mat &Val )<span class="keyword"> const </span>{ | 
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|  | 152 | <a name="l00137"></a>00137                 mat X ( <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a>.length(), Val.cols() ); | 
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|  | 153 | <a name="l00138"></a>00138                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0; i < <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a>.length(); i++ ) { | 
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|  | 154 | <a name="l00139"></a>00139                         X.set_row ( i, <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a> ( i ) *exp ( <a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a> ( i )-><a class="code" href="classbdm_1_1emix.html#23af1986e2afcbc8c7e1c30f610e703b" title="Compute log-probability of multiple values argument val.">evallog_m</a> ( Val ) ) ); | 
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|  | 155 | <a name="l00140"></a>00140                 } | 
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|  | 156 | <a name="l00141"></a>00141                 <span class="keywordflow">return</span> X; | 
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|  | 157 | <a name="l00142"></a>00142         }; | 
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|  | 158 | <a name="l00143"></a>00143 | 
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|  | 159 | <a name="l00144"></a>00144         <a class="code" href="classbdm_1_1emix.html" title="Mixture of epdfs.">emix</a>* <a class="code" href="classbdm_1_1emix.html#f7165371cc4f7be9292024b9f5431646" 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="classbdm_1_1RV.html" title="Class representing variables, most often random variables.">RV</a> &<a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a> ) <span class="keyword">const</span>; | 
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|  | 160 | <a name="l00145"></a>00145         <a class="code" href="classbdm_1_1mratio.html" title="Class representing ratio of two densities which arise e.g. by applying the Bayes...">mratio</a>* <a class="code" href="classbdm_1_1emix.html#fc7772a2972959cf19ba26882feacecf" 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="classbdm_1_1RV.html" title="Class representing variables, most often random variables.">RV</a> &<a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a> ) <span class="keyword">const</span>; <span class="comment">//why not mratio!!</span> | 
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|  | 161 | <a name="l00146"></a>00146 | 
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|  | 162 | <a name="l00147"></a>00147 <span class="comment">//Access methods</span> | 
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|  | 163 | <a name="l00149"></a><a class="code" href="classbdm_1_1emix.html#d9b584cb5b2471a4250fb127757f28be">00149</a> <span class="comment"></span>        vec& <a class="code" href="classbdm_1_1emix.html#d9b584cb5b2471a4250fb127757f28be" title="returns a pointer to the internal mean value. Use with Care!">_w</a>() {<span class="keywordflow">return</span> <a class="code" href="classbdm_1_1emix.html#bb7270345c76da627cd77ddf020bcf46" title="weights of the components">w</a>;} | 
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|  | 164 | <a name="l00150"></a>00150         <span class="keyword">virtual</span> ~<a class="code" href="classbdm_1_1emix.html" title="Mixture of epdfs.">emix</a>() {<span class="keywordflow">if</span> ( <a class="code" href="classbdm_1_1emix.html#47189df41a4616c2fed5972f015743f4" title="Flag if owning Coms.">destroyComs</a> ) {<span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a>.length();i++ ) {<span class="keyword">delete</span> <a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a> ( i );}}} | 
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|  | 165 | <a name="l00152"></a><a class="code" href="classbdm_1_1emix.html#965fb16669250a3d28bc62cf76276d8e">00152</a>         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1emix.html#965fb16669250a3d28bc62cf76276d8e" title="Auxiliary function for taking ownership of the Coms().">ownComs</a>() {<a class="code" href="classbdm_1_1emix.html#47189df41a4616c2fed5972f015743f4" title="Flag if owning Coms.">destroyComs</a>=<span class="keyword">true</span>;} | 
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|  | 166 | <a name="l00153"></a>00153 | 
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|  | 167 | <a name="l00155"></a><a class="code" href="classbdm_1_1emix.html#578616445243674438257be99ba71612">00155</a>         <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* <a class="code" href="classbdm_1_1emix.html#578616445243674438257be99ba71612" title="access function">_Coms</a> ( <span class="keywordtype">int</span> i ) {<span class="keywordflow">return</span> <a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a> ( i );} | 
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|  | 168 | <a name="l00156"></a><a class="code" href="classbdm_1_1emix.html#04a8632cfa9299ae937228eb732fd61e">00156</a>         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1emix.html#04a8632cfa9299ae937228eb732fd61e" title="Name its rv.">set_rv</a>(<span class="keyword">const</span> <a class="code" href="classbdm_1_1RV.html" title="Class representing variables, most often random variables.">RV</a> &<a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a>){ | 
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|  | 169 | <a name="l00157"></a>00157                 <a class="code" href="classbdm_1_1emix.html#04a8632cfa9299ae937228eb732fd61e" title="Name its rv.">epdf::set_rv</a>(rv); | 
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|  | 170 | <a name="l00158"></a>00158                 <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a>.length();i++){<a class="code" href="classbdm_1_1emix.html#e2966a6a44b250e22e55bc9fb6af5c3e" title="Component (epdfs).">Coms</a>(i)->set_rv(rv);} | 
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|  | 171 | <a name="l00159"></a>00159         } | 
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|  | 172 | <a name="l00160"></a>00160 }; | 
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|  | 173 | <a name="l00161"></a>00161 | 
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|  | 174 | <a name="l00162"></a>00162 | 
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|  | 175 | <a name="l00167"></a><a class="code" href="classbdm_1_1egiwmix.html">00167</a> <span class="keyword">class </span><a class="code" href="classbdm_1_1egiwmix.html" title="Mixture of egiws.">egiwmix</a> : <span class="keyword">public</span> <a class="code" href="classbdm_1_1egiw.html" title="Gauss-inverse-Wishart density stored in LD form.">egiw</a> { | 
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|  | 176 | <a name="l00168"></a>00168 <span class="keyword">protected</span>: | 
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|  | 177 | <a name="l00170"></a><a class="code" href="classbdm_1_1egiwmix.html#2deb6d7cd689949b92450227de98afa4">00170</a>         vec <a class="code" href="classbdm_1_1egiwmix.html#2deb6d7cd689949b92450227de98afa4" title="weights of the components">w</a>; | 
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|  | 178 | <a name="l00172"></a><a class="code" href="classbdm_1_1egiwmix.html#8d0a3acd6ced68349b8f9950f4658280">00172</a>         Array<egiw*> <a class="code" href="classbdm_1_1egiwmix.html#8d0a3acd6ced68349b8f9950f4658280" title="Component (epdfs).">Coms</a>; | 
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|  | 179 | <a name="l00174"></a><a class="code" href="classbdm_1_1egiwmix.html#2a363169e5aa6c7cad1f4d7647fe9eec">00174</a>         <span class="keywordtype">bool</span> <a class="code" href="classbdm_1_1egiwmix.html#2a363169e5aa6c7cad1f4d7647fe9eec" title="Flag if owning Coms.">destroyComs</a>; | 
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|  | 180 | <a name="l00175"></a>00175 <span class="keyword">public</span>: | 
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|  | 181 | <a name="l00177"></a><a class="code" href="classbdm_1_1egiwmix.html#41f4cf7baf554e0a70bf495457179dbb">00177</a>         <a class="code" href="classbdm_1_1egiwmix.html#41f4cf7baf554e0a70bf495457179dbb" title="Default constructor.">egiwmix</a> ( ) : <a class="code" href="classbdm_1_1egiw.html" title="Gauss-inverse-Wishart density stored in LD form.">egiw</a> ( ) {}; | 
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|  | 182 | <a name="l00178"></a>00178 | 
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|  | 183 | <a name="l00181"></a>00181         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1egiwmix.html#c4627222e22df6e14f8f1496e13c4975">set_parameters</a> ( <span class="keyword">const</span> vec &<a class="code" href="classbdm_1_1egiwmix.html#2deb6d7cd689949b92450227de98afa4" title="weights of the components">w</a>, <span class="keyword">const</span> Array<egiw*> &<a class="code" href="classbdm_1_1egiwmix.html#8d0a3acd6ced68349b8f9950f4658280" title="Component (epdfs).">Coms</a>, <span class="keywordtype">bool</span> copy=<span class="keyword">false</span> ); | 
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|  | 184 | <a name="l00182"></a>00182 | 
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|  | 185 | <a name="l00184"></a>00184         vec <a class="code" href="classbdm_1_1egiwmix.html#74e7c77bd89a454a7fd984945c58df1c" title="return expected value">mean</a>() <span class="keyword">const</span>; | 
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|  | 186 | <a name="l00185"></a>00185 | 
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|  | 187 | <a name="l00187"></a>00187         vec <a class="code" href="classbdm_1_1egiwmix.html#8bd92fb4c94a46220e84d9a39ddd2e28" title="return a sample from the density">sample</a>() <span class="keyword">const</span>; | 
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|  | 188 | <a name="l00188"></a>00188 | 
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|  | 189 | <a name="l00190"></a>00190         vec <a class="code" href="classbdm_1_1egiwmix.html#96e1cfb7157b87f04e2957ca4d883425" title="return the expected variance">variance</a>() <span class="keyword">const</span>; | 
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|  | 190 | <a name="l00191"></a>00191 | 
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|  | 191 | <a name="l00192"></a>00192         <span class="comment">// TODO!!! Defined to follow ANSI and/or for future development</span> | 
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|  | 192 | <a name="l00193"></a>00193         <span class="keywordtype">void</span> mean_mat ( mat &M, mat&R )<span class="keyword"> const </span>{}; | 
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|  | 193 | <a name="l00194"></a><a class="code" href="classbdm_1_1egiwmix.html#5713da45d66410382d6eca4e1b05a132">00194</a>         <span class="keywordtype">double</span> <a class="code" href="classbdm_1_1egiwmix.html#5713da45d66410382d6eca4e1b05a132" title="In this instance, val= [theta, r]. For multivariate instances, it is stored columnwise...">evallog_nn</a> ( <span class="keyword">const</span> vec &val )<span class="keyword"> const </span>{<span class="keywordflow">return</span> 0;}; | 
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|  | 194 | <a name="l00195"></a><a class="code" href="classbdm_1_1egiwmix.html#7c9bc72ecea861dd2416f852905bf023">00195</a>         <span class="keywordtype">double</span> <a class="code" href="classbdm_1_1egiwmix.html#7c9bc72ecea861dd2416f852905bf023" title="logarithm of the normalizing constant, ">lognc</a> ()<span class="keyword"> const </span>{<span class="keywordflow">return</span> 0;}; | 
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|  | 195 | <a name="l00196"></a>00196         <a class="code" href="classbdm_1_1emix.html" title="Mixture of epdfs.">emix</a>* <a class="code" href="classbdm_1_1egiwmix.html#93d5e0abb98256a2cf7b557098f3f8ec" 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="classbdm_1_1RV.html" title="Class representing variables, most often random variables.">RV</a> &<a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a> ) <span class="keyword">const</span>; | 
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|  | 196 | <a name="l00197"></a>00197 | 
|---|
|  | 197 | <a name="l00198"></a>00198 <span class="comment">//Access methods</span> | 
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|  | 198 | <a name="l00200"></a><a class="code" href="classbdm_1_1egiwmix.html#884d203ca3994b9fba4c8bd440f355ea">00200</a> <span class="comment"></span>        vec& <a class="code" href="classbdm_1_1egiwmix.html#884d203ca3994b9fba4c8bd440f355ea" title="returns a pointer to the internal mean value. Use with Care!">_w</a>() {<span class="keywordflow">return</span> <a class="code" href="classbdm_1_1egiwmix.html#2deb6d7cd689949b92450227de98afa4" title="weights of the components">w</a>;} | 
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|  | 199 | <a name="l00201"></a>00201         <span class="keyword">virtual</span> ~<a class="code" href="classbdm_1_1egiwmix.html" title="Mixture of egiws.">egiwmix</a>() {<span class="keywordflow">if</span> ( <a class="code" href="classbdm_1_1egiwmix.html#2a363169e5aa6c7cad1f4d7647fe9eec" title="Flag if owning Coms.">destroyComs</a> ) {<span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1egiwmix.html#8d0a3acd6ced68349b8f9950f4658280" title="Component (epdfs).">Coms</a>.length();i++ ) {<span class="keyword">delete</span> <a class="code" href="classbdm_1_1egiwmix.html#8d0a3acd6ced68349b8f9950f4658280" title="Component (epdfs).">Coms</a> ( i );}}} | 
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|  | 200 | <a name="l00203"></a><a class="code" href="classbdm_1_1egiwmix.html#adc550fe74df25524c20867e89b5b096">00203</a>         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1egiwmix.html#adc550fe74df25524c20867e89b5b096" title="Auxiliary function for taking ownership of the Coms().">ownComs</a>() {<a class="code" href="classbdm_1_1egiwmix.html#2a363169e5aa6c7cad1f4d7647fe9eec" title="Flag if owning Coms.">destroyComs</a>=<span class="keyword">true</span>;} | 
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|  | 201 | <a name="l00204"></a>00204 | 
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|  | 202 | <a name="l00206"></a><a class="code" href="classbdm_1_1egiwmix.html#d20a56a7b129c1ea9f71725e15f8ad8c">00206</a>         <a class="code" href="classbdm_1_1egiw.html" title="Gauss-inverse-Wishart density stored in LD form.">egiw</a>* <a class="code" href="classbdm_1_1egiwmix.html#d20a56a7b129c1ea9f71725e15f8ad8c" title="access function">_Coms</a> ( <span class="keywordtype">int</span> i ) {<span class="keywordflow">return</span> <a class="code" href="classbdm_1_1egiwmix.html#8d0a3acd6ced68349b8f9950f4658280" title="Component (epdfs).">Coms</a> ( i );} | 
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|  | 203 | <a name="l00207"></a>00207 | 
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|  | 204 | <a name="l00208"></a><a class="code" href="classbdm_1_1egiwmix.html#dc999c5c1402c450200f22128db688b2">00208</a>         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1egiwmix.html#dc999c5c1402c450200f22128db688b2" title="Name its rv.">set_rv</a>(<span class="keyword">const</span> <a class="code" href="classbdm_1_1RV.html" title="Class representing variables, most often random variables.">RV</a> &<a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a>){ | 
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|  | 205 | <a name="l00209"></a>00209                 <a class="code" href="classbdm_1_1egiwmix.html#dc999c5c1402c450200f22128db688b2" title="Name its rv.">egiw::set_rv</a>(rv); | 
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|  | 206 | <a name="l00210"></a>00210                 <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1egiwmix.html#8d0a3acd6ced68349b8f9950f4658280" title="Component (epdfs).">Coms</a>.length();i++){<a class="code" href="classbdm_1_1egiwmix.html#8d0a3acd6ced68349b8f9950f4658280" title="Component (epdfs).">Coms</a>(i)->set_rv(rv);} | 
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|  | 207 | <a name="l00211"></a>00211         } | 
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|  | 208 | <a name="l00212"></a>00212 | 
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|  | 209 | <a name="l00214"></a>00214         <a class="code" href="classbdm_1_1egiw.html" title="Gauss-inverse-Wishart density stored in LD form.">egiw</a>* <a class="code" href="classbdm_1_1egiwmix.html#10894d50e82130cc5b93d3cbc30b2e4d" title="Approximation of a GiW mix by a single GiW pdf.">approx</a>(); | 
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|  | 210 | <a name="l00215"></a>00215 }; | 
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|  | 211 | <a name="l00216"></a>00216 | 
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|  | 212 | <a name="l00225"></a><a class="code" href="classbdm_1_1mprod.html">00225</a> <span class="keyword">class </span><a class="code" href="classbdm_1_1mprod.html" title="Chain rule decomposition of epdf.">mprod</a>: <span class="keyword">public</span> <a class="code" href="classbdm_1_1compositepdf.html" title="Chain rule of pdfs - abstract part common for mprod and merger. this abstract class...">compositepdf</a>, <span class="keyword">public</span> <a class="code" href="classbdm_1_1mpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> { | 
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|  | 213 | <a name="l00226"></a>00226 <span class="keyword">protected</span>: | 
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|  | 214 | <a name="l00228"></a><a class="code" href="classbdm_1_1mprod.html#eca722ed1b219727c6c0f8cbc6bf1e51">00228</a>         Array<epdf*> <a class="code" href="classbdm_1_1mprod.html#eca722ed1b219727c6c0f8cbc6bf1e51" title="pointers to epdfs - shortcut to mpdfs().posterior()">epdfs</a>; | 
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|  | 215 | <a name="l00230"></a><a class="code" href="classbdm_1_1mprod.html#acf679b3b1d48629c5a042d9ac0d973f">00230</a>         Array<datalink_m2m*> <a class="code" href="classbdm_1_1mprod.html#acf679b3b1d48629c5a042d9ac0d973f" title="Data link for each mpdfs.">dls</a>; | 
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|  | 216 | <a name="l00231"></a>00231 | 
|---|
|  | 217 | <a name="l00233"></a><a class="code" href="classbdm_1_1mprod.html#a8e758cab9b1a92928d8c93c921b6dc5">00233</a>         <a class="code" href="classbdm_1_1shared__ptr.html">shared_ptr<epdf></a> <a class="code" href="classbdm_1_1mprod.html#a8e758cab9b1a92928d8c93c921b6dc5" title="dummy ep">dummy</a>; | 
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|  | 218 | <a name="l00234"></a>00234 | 
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|  | 219 | <a name="l00235"></a>00235 <span class="keyword">public</span>: | 
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|  | 220 | <a name="l00238"></a><a class="code" href="classbdm_1_1mprod.html#fed864cdd0e724d9133e6c6bfcacf94b">00238</a>         <a class="code" href="classbdm_1_1mprod.html#fed864cdd0e724d9133e6c6bfcacf94b" title="Constructor from list of mFacs,.">mprod</a>():<a class="code" href="classbdm_1_1mprod.html#a8e758cab9b1a92928d8c93c921b6dc5" title="dummy ep">dummy</a>(new <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>()) { } | 
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|  | 221 | <a name="l00239"></a>00239         <a class="code" href="classbdm_1_1mprod.html#fed864cdd0e724d9133e6c6bfcacf94b" title="Constructor from list of mFacs,.">mprod</a> (Array<mpdf*> mFacs): | 
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|  | 222 | <a name="l00240"></a>00240             <a class="code" href="classbdm_1_1mprod.html#a8e758cab9b1a92928d8c93c921b6dc5" title="dummy ep">dummy</a>(new <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>()) { | 
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|  | 223 | <a name="l00241"></a>00241             set_elements(mFacs); | 
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|  | 224 | <a name="l00242"></a>00242         } | 
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|  | 225 | <a name="l00243"></a>00243 | 
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|  | 226 | <a name="l00244"></a>00244         <span class="keywordtype">void</span> set_elements(Array<mpdf*> mFacs , <span class="keywordtype">bool</span> own=<span class="keyword">false</span>) { | 
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|  | 227 | <a name="l00245"></a>00245 | 
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|  | 228 | <a name="l00246"></a>00246                 compositepdf::set_elements(mFacs,own); | 
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|  | 229 | <a name="l00247"></a>00247                 <a class="code" href="classbdm_1_1mprod.html#acf679b3b1d48629c5a042d9ac0d973f" title="Data link for each mpdfs.">dls</a>.set_size(mFacs.length()); | 
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|  | 230 | <a name="l00248"></a>00248                 <a class="code" href="classbdm_1_1mprod.html#eca722ed1b219727c6c0f8cbc6bf1e51" title="pointers to epdfs - shortcut to mpdfs().posterior()">epdfs</a>.set_size(mFacs.length()); | 
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|  | 231 | <a name="l00249"></a>00249 | 
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|  | 232 | <a name="l00250"></a>00250                 set_ep(<a class="code" href="classbdm_1_1mprod.html#a8e758cab9b1a92928d8c93c921b6dc5" title="dummy ep">dummy</a>); | 
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|  | 233 | <a name="l00251"></a>00251                 RV rv=<a class="code" href="classbdm_1_1compositepdf.html#c73d39acc4378eee6a63155c3517d3c9" title="find common rv, flag">getrv</a> ( <span class="keyword">true</span> ); | 
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|  | 234 | <a name="l00252"></a>00252                 set_rv ( rv ); | 
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|  | 235 | <a name="l00253"></a>00253                 <a class="code" href="classbdm_1_1mprod.html#a8e758cab9b1a92928d8c93c921b6dc5" title="dummy ep">dummy</a>->set_parameters(rv._dsize()); | 
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|  | 236 | <a name="l00254"></a>00254                 <a class="code" href="classbdm_1_1compositepdf.html#c71fc2c51f49d797e61f479f543c75ce" title="common rvc of all mpdfs is written to rvc">setrvc</a>(e()->_rv(), <a class="code" href="classbdm_1_1mpdf.html#5a5f08950daa08b85b01ddf4e1c36288" title="random variable in condition">rvc</a>); | 
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|  | 237 | <a name="l00255"></a>00255                 <span class="comment">// rv and rvc established = > we can link them with mpdfs</span> | 
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|  | 238 | <a name="l00256"></a>00256                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i < <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a>.length(); i++ ) { | 
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|  | 239 | <a name="l00257"></a>00257                         <a class="code" href="classbdm_1_1mprod.html#acf679b3b1d48629c5a042d9ac0d973f" title="Data link for each mpdfs.">dls</a> ( i ) = <span class="keyword">new</span> datalink_m2m; | 
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|  | 240 | <a name="l00258"></a>00258                         <a class="code" href="classbdm_1_1mprod.html#acf679b3b1d48629c5a042d9ac0d973f" title="Data link for each mpdfs.">dls</a>(i)->set_connection( <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a> ( i )->_rv(), <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a> ( i )->_rvc(), _rv(), _rvc() ); | 
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|  | 241 | <a name="l00259"></a>00259                 } | 
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|  | 242 | <a name="l00260"></a>00260 | 
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|  | 243 | <a name="l00261"></a>00261                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0; i<<a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a>.length(); i++ ) { | 
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|  | 244 | <a name="l00262"></a>00262                         <a class="code" href="classbdm_1_1mprod.html#eca722ed1b219727c6c0f8cbc6bf1e51" title="pointers to epdfs - shortcut to mpdfs().posterior()">epdfs</a>(i) = <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a>(i)->e(); | 
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|  | 245 | <a name="l00263"></a>00263                 } | 
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|  | 246 | <a name="l00264"></a>00264         }; | 
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|  | 247 | <a name="l00265"></a>00265 | 
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|  | 248 | <a name="l00266"></a><a class="code" href="classbdm_1_1mprod.html#800f21d94c919137608a2fd5c88719e2">00266</a>         <span class="keywordtype">double</span> <a class="code" href="classbdm_1_1mprod.html#800f21d94c919137608a2fd5c88719e2" title="Shortcut for conditioning and evaluation of the internal epdf. In some cases, this...">evallogcond</a> ( <span class="keyword">const</span> vec &val, <span class="keyword">const</span> vec &cond ) { | 
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|  | 249 | <a name="l00267"></a>00267                 <span class="keywordtype">int</span> i; | 
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|  | 250 | <a name="l00268"></a>00268                 <span class="keywordtype">double</span> res = 0.0; | 
|---|
|  | 251 | <a name="l00269"></a>00269                 <span class="keywordflow">for</span> ( i = <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a>.length() - 1;i >= 0;i-- ) { | 
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|  | 252 | <a name="l00270"></a>00270                         <span class="comment">/*                      if ( mpdfs(i)->_rvc().count() >0) {</span> | 
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|  | 253 | <a name="l00271"></a>00271 <span class="comment">                                                        mpdfs ( i )->condition ( dls ( i )->get_cond ( val,cond ) );</span> | 
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|  | 254 | <a name="l00272"></a>00272 <span class="comment">                                                }</span> | 
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|  | 255 | <a name="l00273"></a>00273 <span class="comment">                                                // add logarithms</span> | 
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|  | 256 | <a name="l00274"></a>00274 <span class="comment">                                                res += epdfs ( i )->evallog ( dls ( i )->pushdown ( val ) );*/</span> | 
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|  | 257 | <a name="l00275"></a>00275                         res += <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a> ( i )->evallogcond ( | 
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|  | 258 | <a name="l00276"></a>00276                                    <a class="code" href="classbdm_1_1mprod.html#acf679b3b1d48629c5a042d9ac0d973f" title="Data link for each mpdfs.">dls</a> ( i )->pushdown ( val ), | 
|---|
|  | 259 | <a name="l00277"></a>00277                                    <a class="code" href="classbdm_1_1mprod.html#acf679b3b1d48629c5a042d9ac0d973f" title="Data link for each mpdfs.">dls</a> ( i )->get_cond ( val, cond ) | 
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|  | 260 | <a name="l00278"></a>00278                                ); | 
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|  | 261 | <a name="l00279"></a>00279                 } | 
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|  | 262 | <a name="l00280"></a>00280                 <span class="keywordflow">return</span> res; | 
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|  | 263 | <a name="l00281"></a>00281         } | 
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|  | 264 | <a name="l00282"></a><a class="code" href="classbdm_1_1mprod.html#e27b359d2572abfa4cc7d8f947848dab">00282</a>         vec <a class="code" href="classbdm_1_1mprod.html#e27b359d2572abfa4cc7d8f947848dab" title="Matrix version of evallogcond.">evallogcond_m</a>(<span class="keyword">const</span> mat &Dt, <span class="keyword">const</span> vec &cond) { | 
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|  | 265 | <a name="l00283"></a>00283                 vec tmp(Dt.cols()); | 
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|  | 266 | <a name="l00284"></a>00284                 <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i=0;i<Dt.cols(); i++){ | 
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|  | 267 | <a name="l00285"></a>00285                         tmp(i) = <a class="code" href="classbdm_1_1mprod.html#800f21d94c919137608a2fd5c88719e2" title="Shortcut for conditioning and evaluation of the internal epdf. In some cases, this...">evallogcond</a>(Dt.get_col(i),cond); | 
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|  | 268 | <a name="l00286"></a>00286                 } | 
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|  | 269 | <a name="l00287"></a>00287                 <span class="keywordflow">return</span> tmp; | 
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|  | 270 | <a name="l00288"></a>00288         }; | 
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|  | 271 | <a name="l00289"></a><a class="code" href="classbdm_1_1mprod.html#e8cdde6056fe20551be1fa460841f5e2">00289</a>         vec <a class="code" href="classbdm_1_1mprod.html#e8cdde6056fe20551be1fa460841f5e2" title="Array&lt;vec&gt; version of evallogcond.">evallogcond_m</a>(<span class="keyword">const</span> Array<vec> &Dt, <span class="keyword">const</span> vec &cond) { | 
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|  | 272 | <a name="l00290"></a>00290                 vec tmp(Dt.length()); | 
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|  | 273 | <a name="l00291"></a>00291                 <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i=0;i<Dt.length(); i++){ | 
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|  | 274 | <a name="l00292"></a>00292                         tmp(i) = <a class="code" href="classbdm_1_1mprod.html#800f21d94c919137608a2fd5c88719e2" title="Shortcut for conditioning and evaluation of the internal epdf. In some cases, this...">evallogcond</a>(Dt(i),cond); | 
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|  | 275 | <a name="l00293"></a>00293                 } | 
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|  | 276 | <a name="l00294"></a>00294                 <span class="keywordflow">return</span> tmp; | 
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|  | 277 | <a name="l00295"></a>00295         }; | 
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|  | 278 | <a name="l00296"></a>00296 | 
|---|
|  | 279 | <a name="l00297"></a>00297 | 
|---|
|  | 280 | <a name="l00298"></a>00298         <span class="comment">//TODO smarter...</span> | 
|---|
|  | 281 | <a name="l00299"></a><a class="code" href="classbdm_1_1mprod.html#ee715a8013acf9892f6cb489db595555">00299</a>         vec <a class="code" href="classbdm_1_1mprod.html#ee715a8013acf9892f6cb489db595555" title="Returns a sample from the density conditioned on cond, .">samplecond</a> ( <span class="keyword">const</span> vec &cond ) { | 
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|  | 282 | <a name="l00301"></a>00301             vec smp= std::numeric_limits<double>::infinity() * ones ( e()->dimension() ); | 
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|  | 283 | <a name="l00302"></a>00302                 vec smpi; | 
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|  | 284 | <a name="l00303"></a>00303                 <span class="comment">// Hard assumption here!!! We are going backwards, to assure that samples that are needed from smp are already generated!</span> | 
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|  | 285 | <a name="l00304"></a>00304                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = ( <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a>.length() - 1 );i >= 0;i-- ) { | 
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|  | 286 | <a name="l00305"></a>00305                         <span class="keywordflow">if</span> ( <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a> ( i )->dimensionc() ) { | 
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|  | 287 | <a name="l00306"></a>00306                                 <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a> ( i )->condition ( <a class="code" href="classbdm_1_1mprod.html#acf679b3b1d48629c5a042d9ac0d973f" title="Data link for each mpdfs.">dls</a> ( i )->get_cond ( smp ,cond ) ); <span class="comment">// smp is val here!!</span> | 
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|  | 288 | <a name="l00307"></a>00307                         } | 
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|  | 289 | <a name="l00308"></a>00308                         smpi = <a class="code" href="classbdm_1_1mprod.html#eca722ed1b219727c6c0f8cbc6bf1e51" title="pointers to epdfs - shortcut to mpdfs().posterior()">epdfs</a> ( i )->sample(); | 
|---|
|  | 290 | <a name="l00309"></a>00309                         <span class="comment">// copy contribution of this pdf into smp</span> | 
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|  | 291 | <a name="l00310"></a>00310                         <a class="code" href="classbdm_1_1mprod.html#acf679b3b1d48629c5a042d9ac0d973f" title="Data link for each mpdfs.">dls</a> ( i )->pushup ( smp, smpi ); | 
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|  | 292 | <a name="l00311"></a>00311                         <span class="comment">// add ith likelihood contribution</span> | 
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|  | 293 | <a name="l00312"></a>00312                 } | 
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|  | 294 | <a name="l00313"></a>00313                 <span class="keywordflow">return</span> smp; | 
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|  | 295 | <a name="l00314"></a>00314         } | 
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|  | 296 | <a name="l00315"></a>00315         mat <a class="code" href="classbdm_1_1mprod.html#ee715a8013acf9892f6cb489db595555" title="Returns a sample from the density conditioned on cond, .">samplecond</a> ( <span class="keyword">const</span> vec &cond,  <span class="keywordtype">int</span> N ) { | 
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|  | 297 | <a name="l00316"></a>00316                 mat Smp ( dimension(),N ); | 
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|  | 298 | <a name="l00317"></a>00317                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<N;i++ ) {Smp.set_col ( i,<a class="code" href="classbdm_1_1mprod.html#ee715a8013acf9892f6cb489db595555" title="Returns a sample from the density conditioned on cond, .">samplecond</a> ( cond ) );} | 
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|  | 299 | <a name="l00318"></a>00318                 <span class="keywordflow">return</span> Smp; | 
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|  | 300 | <a name="l00319"></a>00319         } | 
|---|
|  | 301 | <a name="l00320"></a>00320 | 
|---|
|  | 302 | <a name="l00321"></a>00321         ~<a class="code" href="classbdm_1_1mprod.html#fed864cdd0e724d9133e6c6bfcacf94b" title="Constructor from list of mFacs,.">mprod</a>() {}; | 
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|  | 303 | <a name="l00329"></a><a class="code" href="classbdm_1_1mprod.html#bfa7478f8df1de6d8cd4c349db512831">00329</a>         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1mprod.html#bfa7478f8df1de6d8cd4c349db512831">from_setting</a>(<span class="keyword">const</span> Setting &<span class="keyword">set</span>){ | 
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|  | 304 | <a name="l00330"></a>00330                 Array<mpdf*> Atmp; <span class="comment">//temporary Array</span> | 
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|  | 305 | <a name="l00331"></a>00331                 <a class="code" href="classbdm_1_1UI.html#cd1667e6fec99ec64dabcb3ca2ff922d">UI::get</a>(Atmp,<span class="keyword">set</span>, <span class="stringliteral">"mpdfs"</span>, UI::compulsory); | 
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|  | 306 | <a name="l00332"></a>00332                 set_elements(Atmp,<span class="keyword">true</span>); | 
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|  | 307 | <a name="l00333"></a>00333         } | 
|---|
|  | 308 | <a name="l00334"></a>00334 | 
|---|
|  | 309 | <a name="l00335"></a>00335 }; | 
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|  | 310 | <a name="l00336"></a>00336 <a class="code" href="user__info_8h.html#4f9de2f17e844047726487b99def99c6" title="Macro for registration of class into map of user-infos, registered class is scriptable...">UIREGISTER</a>(mprod); | 
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|  | 311 | <a name="l00337"></a>00337 | 
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|  | 312 | <a name="l00339"></a><a class="code" href="classbdm_1_1eprod.html">00339</a> <span class="keyword">class </span><a class="code" href="classbdm_1_1eprod.html" title="Product of independent epdfs. For dependent pdfs, use mprod.">eprod</a>: <span class="keyword">public</span> <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> { | 
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|  | 313 | <a name="l00340"></a>00340 <span class="keyword">protected</span>: | 
|---|
|  | 314 | <a name="l00342"></a><a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391">00342</a>         Array<const epdf*> <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>; | 
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|  | 315 | <a name="l00344"></a><a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43">00344</a>         Array<datalink*> <a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a>; | 
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|  | 316 | <a name="l00345"></a>00345 <span class="keyword">public</span>: | 
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|  | 317 | <a name="l00346"></a>00346         <a class="code" href="classbdm_1_1eprod.html" title="Product of independent epdfs. For dependent pdfs, use mprod.">eprod</a> () : <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( 0 ),<a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a> ( 0 ) {}; | 
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|  | 318 | <a name="l00347"></a>00347         <span class="keywordtype">void</span> set_parameters ( <span class="keyword">const</span> Array<const epdf*> &epdfs0, <span class="keywordtype">bool</span> named=<span class="keyword">true</span> ) { | 
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|  | 319 | <a name="l00348"></a>00348                 <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>=epdfs0;<span class="comment">//.set_length ( epdfs0.length() );</span> | 
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|  | 320 | <a name="l00349"></a>00349                 <a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a>.set_length ( <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length() ); | 
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|  | 321 | <a name="l00350"></a>00350 | 
|---|
|  | 322 | <a name="l00351"></a>00351                 <span class="keywordtype">bool</span> independent=<span class="keyword">true</span>; | 
|---|
|  | 323 | <a name="l00352"></a>00352                 <span class="keywordflow">if</span> ( named ) { | 
|---|
|  | 324 | <a name="l00353"></a>00353                         <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length();i++ ) { | 
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|  | 325 | <a name="l00354"></a>00354                                 independent=rv.add ( <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( i )-><a class="code" href="classbdm_1_1epdf.html#a4ab378d5e004c3ff3e2d4e64f7bba21" title="Return name (fails when isnamed is false).">_rv</a>() ); | 
|---|
|  | 326 | <a name="l00355"></a>00355                                 it_assert_debug ( independent==<span class="keyword">true</span>, <span class="stringliteral">"eprod:: given components are not independent."</span> ); | 
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|  | 327 | <a name="l00356"></a>00356                         } | 
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|  | 328 | <a name="l00357"></a>00357                         <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a>=rv._dsize(); | 
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|  | 329 | <a name="l00358"></a>00358                 } | 
|---|
|  | 330 | <a name="l00359"></a>00359                 <span class="keywordflow">else</span> { | 
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|  | 331 | <a name="l00360"></a>00360                         <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a> =0; <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length();i++ ) { | 
|---|
|  | 332 | <a name="l00361"></a>00361                                 <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a>+=<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( i )->dimension(); | 
|---|
|  | 333 | <a name="l00362"></a>00362                         } | 
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|  | 334 | <a name="l00363"></a>00363                 } | 
|---|
|  | 335 | <a name="l00364"></a>00364                 <span class="comment">//</span> | 
|---|
|  | 336 | <a name="l00365"></a>00365                 <span class="keywordtype">int</span> cumdim=0; | 
|---|
|  | 337 | <a name="l00366"></a>00366                 <span class="keywordtype">int</span> dimi=0; | 
|---|
|  | 338 | <a name="l00367"></a>00367                 <span class="keywordtype">int</span> i; | 
|---|
|  | 339 | <a name="l00368"></a>00368                 <span class="keywordflow">for</span> ( i=0;i<<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length();i++ ) { | 
|---|
|  | 340 | <a name="l00369"></a>00369                         <a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a> ( i ) = <span class="keyword">new</span> datalink; | 
|---|
|  | 341 | <a name="l00370"></a>00370                         <span class="keywordflow">if</span> ( named ) {<a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a> ( i )->set_connection ( <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( i )-><a class="code" href="classbdm_1_1epdf.html#a4ab378d5e004c3ff3e2d4e64f7bba21" title="Return name (fails when isnamed is false).">_rv</a>() , rv );} | 
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|  | 342 | <a name="l00371"></a>00371                         <span class="keywordflow">else</span> { | 
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|  | 343 | <a name="l00372"></a>00372                                 dimi = <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( i )->dimension(); | 
|---|
|  | 344 | <a name="l00373"></a>00373                                 <a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a> ( i )->set_connection ( dimi, <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a>, linspace ( cumdim,cumdim+dimi-1 ) ); | 
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|  | 345 | <a name="l00374"></a>00374                                 cumdim+=dimi; | 
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|  | 346 | <a name="l00375"></a>00375                         } | 
|---|
|  | 347 | <a name="l00376"></a>00376                 } | 
|---|
|  | 348 | <a name="l00377"></a>00377         } | 
|---|
|  | 349 | <a name="l00378"></a>00378 | 
|---|
|  | 350 | <a name="l00379"></a><a class="code" href="classbdm_1_1eprod.html#1d494351e7e385ad3382387c96915d24">00379</a>         vec <a class="code" href="classbdm_1_1eprod.html#1d494351e7e385ad3382387c96915d24" title="return expected value">mean</a>()<span class="keyword"> const </span>{ | 
|---|
|  | 351 | <a name="l00380"></a>00380                 vec tmp ( <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a> ); | 
|---|
|  | 352 | <a name="l00381"></a>00381                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length();i++ ) { | 
|---|
|  | 353 | <a name="l00382"></a>00382                         vec pom = <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( i )->mean(); | 
|---|
|  | 354 | <a name="l00383"></a>00383                         <a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a> ( i )->pushup ( tmp, pom ); | 
|---|
|  | 355 | <a name="l00384"></a>00384                 } | 
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|  | 356 | <a name="l00385"></a>00385                 <span class="keywordflow">return</span> tmp; | 
|---|
|  | 357 | <a name="l00386"></a>00386         } | 
|---|
|  | 358 | <a name="l00387"></a><a class="code" href="classbdm_1_1eprod.html#cc53a151f5ac5dfba68d425acc3a5615">00387</a>         vec <a class="code" href="classbdm_1_1eprod.html#cc53a151f5ac5dfba68d425acc3a5615" title="return expected variance (not covariance!)">variance</a>()<span class="keyword"> const </span>{ | 
|---|
|  | 359 | <a name="l00388"></a>00388                 vec tmp ( <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a> ); <span class="comment">//second moment</span> | 
|---|
|  | 360 | <a name="l00389"></a>00389                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length();i++ ) { | 
|---|
|  | 361 | <a name="l00390"></a>00390                         vec pom = <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( i )->mean(); | 
|---|
|  | 362 | <a name="l00391"></a>00391                         <a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a> ( i )->pushup ( tmp, pow ( pom,2 ) ); | 
|---|
|  | 363 | <a name="l00392"></a>00392                 } | 
|---|
|  | 364 | <a name="l00393"></a>00393                 <span class="keywordflow">return</span> tmp-pow ( <a class="code" href="classbdm_1_1eprod.html#1d494351e7e385ad3382387c96915d24" title="return expected value">mean</a>(),2 ); | 
|---|
|  | 365 | <a name="l00394"></a>00394         } | 
|---|
|  | 366 | <a name="l00395"></a><a class="code" href="classbdm_1_1eprod.html#af48debea25d3473bcb71b6a77fac741">00395</a>         vec <a class="code" href="classbdm_1_1eprod.html#af48debea25d3473bcb71b6a77fac741" title="Returns a sample,  from density .">sample</a>()<span class="keyword"> const </span>{ | 
|---|
|  | 367 | <a name="l00396"></a>00396                 vec tmp ( <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a> ); | 
|---|
|  | 368 | <a name="l00397"></a>00397                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length();i++ ) { | 
|---|
|  | 369 | <a name="l00398"></a>00398                         vec pom = <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( i )->sample(); | 
|---|
|  | 370 | <a name="l00399"></a>00399                         <a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a> ( i )->pushup ( tmp, pom ); | 
|---|
|  | 371 | <a name="l00400"></a>00400                 } | 
|---|
|  | 372 | <a name="l00401"></a>00401                 <span class="keywordflow">return</span> tmp; | 
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|  | 373 | <a name="l00402"></a>00402         } | 
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|  | 374 | <a name="l00403"></a><a class="code" href="classbdm_1_1eprod.html#a5a91e67d2f74ff2b0b8eecde2fa42e2">00403</a>         <span class="keywordtype">double</span> <a class="code" href="classbdm_1_1eprod.html#a5a91e67d2f74ff2b0b8eecde2fa42e2">evallog</a> ( <span class="keyword">const</span> vec &val )<span class="keyword"> const </span>{ | 
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|  | 375 | <a name="l00404"></a>00404                 <span class="keywordtype">double</span> tmp=0; | 
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|  | 376 | <a name="l00405"></a>00405                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length();i++ ) { | 
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|  | 377 | <a name="l00406"></a>00406                         tmp+=<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( i )->evallog ( <a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a> ( i )->pushdown ( val ) ); | 
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|  | 378 | <a name="l00407"></a>00407                 } | 
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|  | 379 | <a name="l00408"></a>00408                 it_assert_debug ( std::isfinite ( tmp ),<span class="stringliteral">"Infinite"</span> ); | 
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|  | 380 | <a name="l00409"></a>00409                 <span class="keywordflow">return</span> tmp; | 
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|  | 381 | <a name="l00410"></a>00410         } | 
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|  | 382 | <a name="l00412"></a><a class="code" href="classbdm_1_1eprod.html#5194b47dd05a5886e0745250b6704953">00412</a>         <span class="keyword">const</span> <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* <a class="code" href="classbdm_1_1eprod.html#5194b47dd05a5886e0745250b6704953" title="access function">operator () </a>( <span class="keywordtype">int</span> i )<span class="keyword"> const </span>{it_assert_debug ( i<<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length(),<span class="stringliteral">"wrong index"</span> );<span class="keywordflow">return</span> <a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a> ( i );} | 
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|  | 383 | <a name="l00413"></a>00413 | 
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|  | 384 | <a name="l00415"></a><a class="code" href="classbdm_1_1eprod.html#708b37971aab3667f20e325c358632cf">00415</a>         <a class="code" href="classbdm_1_1eprod.html#708b37971aab3667f20e325c358632cf" title="Destructor.">~eprod</a>() {<span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1eprod.html#fa0b0981730f0a8339b9ff3e29d78391" title="Components (epdfs).">epdfs</a>.length();i++ ) {<span class="keyword">delete</span> <a class="code" href="classbdm_1_1eprod.html#6b5a9be71a644f6009e7beda6c762a43" title="Array of indeces.">dls</a> ( i );}} | 
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|  | 385 | <a name="l00416"></a>00416 }; | 
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|  | 386 | <a name="l00417"></a>00417 | 
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|  | 387 | <a name="l00418"></a>00418 | 
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|  | 388 | <a name="l00422"></a><a class="code" href="classbdm_1_1mmix.html">00422</a> <span class="keyword">class </span><a class="code" href="classbdm_1_1mmix.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="classbdm_1_1mpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> { | 
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|  | 389 | <a name="l00423"></a>00423 <span class="keyword">protected</span>: | 
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|  | 390 | <a name="l00425"></a><a class="code" href="classbdm_1_1mmix.html#52e0bcc70d5b26babeba08097579da9c">00425</a>         Array<mpdf*> <a class="code" href="classbdm_1_1mmix.html#52e0bcc70d5b26babeba08097579da9c" title="Component (epdfs).">Coms</a>; | 
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|  | 391 | <a name="l00426"></a>00426 | 
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|  | 392 | <a name="l00428"></a><a class="code" href="classbdm_1_1mmix.html#e83f03cf2c9383651881c2f235a27365">00428</a>         <a class="code" href="classbdm_1_1shared__ptr.html">shared_ptr<emix></a> <a class="code" href="classbdm_1_1mmix.html#e83f03cf2c9383651881c2f235a27365" title="Internal epdf.">iepdf</a>; | 
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|  | 393 | <a name="l00429"></a>00429 | 
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|  | 394 | <a name="l00430"></a>00430 <span class="keyword">public</span>: | 
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|  | 395 | <a name="l00432"></a><a class="code" href="classbdm_1_1mmix.html#a0cf51b7daeb6751103e94e6b96213fb">00432</a>         <a class="code" href="classbdm_1_1mmix.html#a0cf51b7daeb6751103e94e6b96213fb" title="Default constructor.">mmix</a>():<a class="code" href="classbdm_1_1mmix.html#e83f03cf2c9383651881c2f235a27365" title="Internal epdf.">iepdf</a>(new <a class="code" href="classbdm_1_1emix.html" title="Mixture of epdfs.">emix</a>()) { | 
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|  | 396 | <a name="l00433"></a>00433             set_ep(<a class="code" href="classbdm_1_1mmix.html#e83f03cf2c9383651881c2f235a27365" title="Internal epdf.">iepdf</a>); | 
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|  | 397 | <a name="l00434"></a>00434         } | 
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|  | 398 | <a name="l00435"></a>00435 | 
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|  | 399 | <a name="l00437"></a><a class="code" href="classbdm_1_1mmix.html#ad8d9df36cb0ca093a29af0eca12da32">00437</a>         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1mmix.html#ad8d9df36cb0ca093a29af0eca12da32" title="Set weights w and components R.">set_parameters</a> ( <span class="keyword">const</span> vec &w, <span class="keyword">const</span> Array<mpdf*> &<a class="code" href="classbdm_1_1mmix.html#52e0bcc70d5b26babeba08097579da9c" title="Component (epdfs).">Coms</a> ) { | 
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|  | 400 | <a name="l00438"></a>00438                 Array<epdf*> Eps ( Coms.length() ); | 
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|  | 401 | <a name="l00439"></a>00439 | 
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|  | 402 | <a name="l00440"></a>00440                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i < Coms.length();i++ ) { | 
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|  | 403 | <a name="l00441"></a>00441                         Eps(i) = <a class="code" href="classbdm_1_1mmix.html#52e0bcc70d5b26babeba08097579da9c" title="Component (epdfs).">Coms</a>(i)->e(); | 
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|  | 404 | <a name="l00442"></a>00442                 } | 
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|  | 405 | <a name="l00443"></a>00443 | 
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|  | 406 | <a name="l00444"></a>00444                 <a class="code" href="classbdm_1_1mmix.html#e83f03cf2c9383651881c2f235a27365" title="Internal epdf.">iepdf</a>->set_parameters(w, Eps); | 
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|  | 407 | <a name="l00445"></a>00445         } | 
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|  | 408 | <a name="l00446"></a>00446 | 
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|  | 409 | <a name="l00447"></a><a class="code" href="classbdm_1_1mmix.html#0a5241ecc9911e816b00b92d5c7c8df0">00447</a>         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1mmix.html#0a5241ecc9911e816b00b92d5c7c8df0" title="Update ep so that it represents this mpdf conditioned on rvc = cond.">condition</a> ( <span class="keyword">const</span> vec &cond ) { | 
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|  | 410 | <a name="l00448"></a>00448                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i < <a class="code" href="classbdm_1_1mmix.html#52e0bcc70d5b26babeba08097579da9c" title="Component (epdfs).">Coms</a>.length();i++ ) {<a class="code" href="classbdm_1_1mmix.html#52e0bcc70d5b26babeba08097579da9c" title="Component (epdfs).">Coms</a> ( i )->condition ( cond );} | 
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|  | 411 | <a name="l00449"></a>00449         }; | 
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|  | 412 | <a name="l00450"></a>00450 }; | 
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|  | 413 | <a name="l00451"></a>00451 | 
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|  | 414 | <a name="l00452"></a>00452 } | 
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|  | 415 | <a name="l00453"></a>00453 <span class="preprocessor">#endif //MX_H</span> | 
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|  | 416 | </pre></div></div> | 
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|  | 417 | <hr size="1"><address style="text-align: right;"><small>Generated on Wed Aug 5 00:06:47 2009 for mixpp by  | 
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|  | 418 | <a href="http://www.doxygen.org/index.html"> | 
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|  | 419 | <img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.9 </small></address> | 
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|  | 420 | </body> | 
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|  | 421 | </html> | 
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