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17 | <h1>work/git/mixpp/bdm/stat/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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18 | <a name="l00013"></a>00013 <span class="preprocessor">#ifndef MX_H</span> |
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19 | <a name="l00014"></a>00014 <span class="preprocessor"></span><span class="preprocessor">#define MX_H</span> |
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20 | <a name="l00015"></a>00015 <span class="preprocessor"></span> |
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21 | <a name="l00016"></a>00016 <span class="preprocessor">#include "<a class="code" href="libBM_8h.html" title="Bayesian Models (bm) that use Bayes rule to learn from observations.">libBM.h</a>"</span> |
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22 | <a name="l00017"></a>00017 <span class="preprocessor">#include "<a class="code" href="libEF_8h.html" title="Probability distributions for Exponential Family models.">libEF.h</a>"</span> |
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23 | <a name="l00018"></a>00018 <span class="comment">//#include <std></span> |
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24 | <a name="l00019"></a>00019 |
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25 | <a name="l00020"></a>00020 <span class="keyword">using namespace </span>itpp; |
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26 | <a name="l00021"></a>00021 |
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27 | <a name="l00032"></a><a class="code" href="classemix.html">00032</a> <span class="keyword">class </span><a class="code" href="classemix.html" title="Mixture of epdfs.">emix</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> { |
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28 | <a name="l00033"></a>00033 <span class="keyword">protected</span>: |
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29 | <a name="l00035"></a><a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab">00035</a> vec <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>; |
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30 | <a name="l00037"></a><a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4">00037</a> Array<epdf*> <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a>; |
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31 | <a name="l00038"></a>00038 <span class="keyword">public</span>: |
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32 | <a name="l00040"></a><a class="code" href="classemix.html#3a10c8481115a5460877272ddb6532a6">00040</a> <a class="code" href="classemix.html#3a10c8481115a5460877272ddb6532a6" title="Default constructor.">emix</a> ( <a class="code" href="classRV.html" title="Class representing variables, most often random variables.">RV</a> &<a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a> ) : <a class="code" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> ( rv ) {}; |
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33 | <a name="l00042"></a>00042 <span class="keywordtype">void</span> <a class="code" href="classemix.html#6ce82b24d7fe540ddbf44b472a005555" title="Set weights w and components R.">set_parameters</a> ( <span class="keyword">const</span> vec &<a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>, <span class="keyword">const</span> Array<epdf*> &<a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ); |
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34 | <a name="l00043"></a>00043 |
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35 | <a name="l00044"></a>00044 vec <a class="code" href="classemix.html#0650601f24e633e0ab09aa1e46c14483" title="Returns a sample, from density .">sample</a>() <span class="keyword">const</span>; |
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36 | <a name="l00045"></a><a class="code" href="classemix.html#b662a51d042b062020460e64bff4e9e8">00045</a> vec <a class="code" href="classemix.html#b662a51d042b062020460e64bff4e9e8" title="return expected value">mean</a>()<span class="keyword"> const </span>{ |
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37 | <a name="l00046"></a>00046 <span class="keywordtype">int</span> i; vec mu = 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>() ); |
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38 | <a name="l00047"></a>00047 <span class="keywordflow">for</span> ( i = 0;i < <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a>.length();i++ ) {mu += <a class="code" href="classemix.html#cdc8f4e2a5e43595ac5450d8a7f9d1ab" title="weights of the components">w</a> ( i ) * <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i )->mean(); } |
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39 | <a name="l00048"></a>00048 <span class="keywordflow">return</span> mu; |
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40 | <a name="l00049"></a>00049 } |
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41 | <a name="l00050"></a><a class="code" href="classemix.html#469e910479b3402589104ef3bb1b5741">00050</a> <span class="keywordtype">double</span> <a class="code" href="classemix.html#469e910479b3402589104ef3bb1b5741" title="Compute log-probability of argument val.">evalpdflog</a> ( <span class="keyword">const</span> vec &val )<span class="keyword"> const </span>{ |
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42 | <a name="l00051"></a>00051 <span class="keywordtype">int</span> i; |
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43 | <a name="l00052"></a>00052 <span class="keywordtype">double</span> sum = 0.0; |
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44 | <a name="l00053"></a>00053 <span class="keywordflow">for</span> ( i = 0;i < <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 ) * <a class="code" href="classemix.html#7155d827417b53fb6aa5cff1459e6eb4" title="Component (epdfs).">Coms</a> ( i )->evalpdflog ( val );} |
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45 | <a name="l00054"></a>00054 <span class="keywordflow">return</span> log ( sum ); |
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46 | <a name="l00055"></a>00055 }; |
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47 | <a name="l00056"></a>00056 |
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48 | <a name="l00057"></a>00057 <span class="comment">//Access methods</span> |
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49 | <a name="l00059"></a><a class="code" href="classemix.html#35baf0f62307455cebfbf462144b4dd8">00059</a> <span class="comment"></span> vec& <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>;} |
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50 | <a name="l00060"></a>00060 }; |
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51 | <a name="l00061"></a>00061 |
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52 | <a name="l00070"></a><a class="code" href="classmprod.html">00070</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="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> { |
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53 | <a name="l00071"></a>00071 <span class="keyword">protected</span>: |
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54 | <a name="l00072"></a>00072 <span class="comment">//</span> |
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55 | <a name="l00073"></a>00073 <span class="keywordtype">int</span> n; |
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56 | <a name="l00074"></a>00074 <span class="comment">// pointers to epdfs</span> |
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57 | <a name="l00075"></a>00075 Array<epdf*> epdfs; |
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58 | <a name="l00076"></a>00076 Array<mpdf*> mpdfs; |
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59 | <a name="l00077"></a>00077 <span class="comment">//</span> |
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60 | <a name="l00079"></a><a class="code" href="classmprod.html#c8f78fbcdb4e38ecd3197d2958082497">00079</a> <span class="comment"></span> Array<ivec> <a class="code" href="classmprod.html#c8f78fbcdb4e38ecd3197d2958082497" title="Indeces of rvs in common rv.">rvinds</a>; |
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61 | <a name="l00081"></a><a class="code" href="classmprod.html#1725c7b497a27ab3c4889b846666b516">00081</a> Array<ivec> <a class="code" href="classmprod.html#1725c7b497a27ab3c4889b846666b516" title="Indeces of rvc in common rv.">rvcinrv</a>; |
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62 | <a name="l00083"></a><a class="code" href="classmprod.html#cc85192d8abc01832937ed8b62e363a6">00083</a> Array<ivec> <a class="code" href="classmprod.html#cc85192d8abc01832937ed8b62e363a6" title="Indeces of rvc in common rvc.">rvcinds</a>; |
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63 | <a name="l00084"></a>00084 <span class="comment">// //! Indicate independence of its factors</span> |
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64 | <a name="l00085"></a>00085 <span class="comment">// bool independent;</span> |
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65 | <a name="l00086"></a>00086 <span class="comment">// //! Indicate internal creation of mpdfs which must be destroyed</span> |
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66 | <a name="l00087"></a>00087 <span class="comment">// bool intermpdfs;</span> |
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67 | <a name="l00088"></a>00088 <span class="keyword">public</span>: |
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68 | <a name="l00092"></a>00092 <a class="code" href="classmprod.html#37f028561c45ce5fd3a1351a911e31dc" title="Constructor from list of mFacs, Additional parameter overlap is left for future use...">mprod</a> ( Array<mpdf*> mFacs, <span class="keywordtype">bool</span> overlap=<span class="keyword">false</span> ); |
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69 | <a name="l00093"></a>00093 |
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70 | <a name="l00094"></a>00094 <span class="keywordtype">double</span> evalpdflog ( <span class="keyword">const</span> vec &val )<span class="keyword"> const </span>{ |
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71 | <a name="l00095"></a>00095 <span class="keywordtype">int</span> i; |
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72 | <a name="l00096"></a>00096 <span class="keywordtype">double</span> res = 0.0; |
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73 | <a name="l00097"></a>00097 <span class="keywordflow">for</span> ( i = n - 1;i > 0;i++ ) { |
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74 | <a name="l00098"></a>00098 <span class="keywordflow">if</span> ( <a class="code" href="classmprod.html#cc85192d8abc01832937ed8b62e363a6" title="Indeces of rvc in common rvc.">rvcinds</a> ( i ).length() > 0 ) |
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75 | <a name="l00099"></a>00099 {mpdfs ( i )->condition ( val ( <a class="code" href="classmprod.html#cc85192d8abc01832937ed8b62e363a6" title="Indeces of rvc in common rvc.">rvcinds</a> ( i ) ) );} |
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76 | <a name="l00100"></a>00100 <span class="comment">// add logarithms</span> |
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77 | <a name="l00101"></a>00101 res += epdfs ( i )->evalpdflog ( val ( <a class="code" href="classmprod.html#c8f78fbcdb4e38ecd3197d2958082497" title="Indeces of rvs in common rv.">rvinds</a> ( i ) ) ); |
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78 | <a name="l00102"></a>00102 } |
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79 | <a name="l00103"></a>00103 <span class="keywordflow">return</span> res; |
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80 | <a name="l00104"></a>00104 } |
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81 | <a name="l00105"></a><a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68">00105</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 &cond, <span class="keywordtype">double</span> &ll ) { |
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82 | <a name="l00106"></a>00106 vec smp=zeros ( <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>() ); |
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83 | <a name="l00107"></a>00107 vec condi; |
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84 | <a name="l00108"></a>00108 vec smpi; |
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85 | <a name="l00109"></a>00109 ll = 0; |
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86 | <a name="l00110"></a>00110 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = ( n - 1 );i >= 0;i-- ) { |
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87 | <a name="l00111"></a>00111 <span class="keywordflow">if</span> ( <a class="code" href="classmprod.html#cc85192d8abc01832937ed8b62e363a6" title="Indeces of rvc in common rvc.">rvcinds</a> ( i ).length() > 0 ) { |
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88 | <a name="l00112"></a>00112 condi = zeros ( <a class="code" href="classmprod.html#1725c7b497a27ab3c4889b846666b516" title="Indeces of rvc in common rv.">rvcinrv</a>.length() + <a class="code" href="classmprod.html#cc85192d8abc01832937ed8b62e363a6" title="Indeces of rvc in common rvc.">rvcinds</a>.length() ); |
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89 | <a name="l00113"></a>00113 <span class="comment">// copy data in condition</span> |
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90 | <a name="l00114"></a>00114 set_subvector ( condi,<a class="code" href="classmprod.html#cc85192d8abc01832937ed8b62e363a6" title="Indeces of rvc in common rvc.">rvcinds</a> ( i ), cond ); |
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91 | <a name="l00115"></a>00115 <span class="comment">// copy data in already generated sample</span> |
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92 | <a name="l00116"></a>00116 set_subvector ( condi,<a class="code" href="classmprod.html#1725c7b497a27ab3c4889b846666b516" title="Indeces of rvc in common rv.">rvcinrv</a> ( i ), smp ); |
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93 | <a name="l00117"></a>00117 |
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94 | <a name="l00118"></a>00118 mpdfs ( i )->condition ( condi ); |
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95 | <a name="l00119"></a>00119 } |
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96 | <a name="l00120"></a>00120 smpi = epdfs ( i )->sample(); |
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97 | <a name="l00121"></a>00121 <span class="comment">// copy contribution of this pdf into smp</span> |
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98 | <a name="l00122"></a>00122 set_subvector ( smp,<a class="code" href="classmprod.html#c8f78fbcdb4e38ecd3197d2958082497" title="Indeces of rvs in common rv.">rvinds</a> ( i ), smpi ); |
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99 | <a name="l00123"></a>00123 <span class="comment">// add ith likelihood contribution</span> |
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100 | <a name="l00124"></a>00124 ll+=epdfs ( i )->evalpdflog ( smpi ); |
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101 | <a name="l00125"></a>00125 } |
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102 | <a name="l00126"></a>00126 <span class="keywordflow">return</span> smp; |
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103 | <a name="l00127"></a>00127 } |
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104 | <a name="l00128"></a><a class="code" href="classmprod.html#e171c40e210539c2af01d6237785620b">00128</a> mat <a class="code" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68" title="Returns the required moment of the epdf.">samplecond</a> ( <span class="keyword">const</span> vec &cond, vec &ll, <span class="keywordtype">int</span> N ) { |
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105 | <a name="l00129"></a>00129 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 ); |
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106 | <a name="l00130"></a>00130 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<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 ) ) );} |
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107 | <a name="l00131"></a>00131 <span class="keywordflow">return</span> Smp; |
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108 | <a name="l00132"></a>00132 } |
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109 | <a name="l00133"></a>00133 |
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110 | <a name="l00134"></a>00134 ~<a class="code" href="classmprod.html" title="Chain rule decomposition of epdf.">mprod</a>() {}; |
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111 | <a name="l00135"></a>00135 }; |
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112 | <a name="l00136"></a>00136 |
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113 | <a name="l00138"></a><a class="code" href="classeprod.html">00138</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> { |
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114 | <a name="l00139"></a>00139 <span class="keyword">protected</span>: |
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115 | <a name="l00141"></a><a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357">00141</a> Array<const epdf*> <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>; |
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116 | <a name="l00143"></a><a class="code" href="classeprod.html#a471987de1115dc639eccff65f3b9aa3">00143</a> Array<ivec> <a class="code" href="classeprod.html#a471987de1115dc639eccff65f3b9aa3" title="Array of indeces.">rvinds</a>; |
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117 | <a name="l00144"></a>00144 <span class="keyword">public</span>: |
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118 | <a name="l00145"></a>00145 <a class="code" href="classeprod.html" title="Product of independent epdfs. For dependent pdfs, use mprod.">eprod</a> ( <span class="keyword">const</span> Array<const epdf*> 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#a471987de1115dc639eccff65f3b9aa3" title="Array of indeces.">rvinds</a> ( <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length() ) { |
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119 | <a name="l00146"></a>00146 <span class="keywordtype">bool</span> independent=<span class="keyword">true</span>; |
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120 | <a name="l00147"></a>00147 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { |
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121 | <a name="l00148"></a>00148 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 )-><a class="code" href="classepdf.html#ca0d32aabb4cbba347e0c37fe8607562" title="access function, possibly dangerous!">_rv</a>() ); |
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122 | <a name="l00149"></a>00149 it_assert_debug ( independent==<span class="keyword">true</span>, <span class="stringliteral">"eprod:: given components are not independent ."</span> ); |
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123 | <a name="l00150"></a>00150 <a class="code" href="classeprod.html#a471987de1115dc639eccff65f3b9aa3" title="Array of indeces.">rvinds</a> ( i ) = ( <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )->_rv() ).dataind ( <a class="code" href="classepdf.html#74da992e3f5d598da8850b646b79b9d9" title="Identified of the random variable.">rv</a> ); |
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124 | <a name="l00151"></a>00151 } |
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125 | <a name="l00152"></a>00152 } |
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126 | <a name="l00153"></a>00153 |
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127 | <a name="l00154"></a><a class="code" href="classeprod.html#5752dd999e1f4638f9558b0cc35b64f7">00154</a> vec <a class="code" href="classeprod.html#5752dd999e1f4638f9558b0cc35b64f7" title="return expected value">mean</a>()<span class="keyword"> const </span>{ |
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128 | <a name="l00155"></a>00155 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>() ); |
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129 | <a name="l00156"></a>00156 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { |
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130 | <a name="l00157"></a>00157 vec pom = <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )->mean(); |
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131 | <a name="l00158"></a>00158 set_subvector ( tmp,<a class="code" href="classeprod.html#a471987de1115dc639eccff65f3b9aa3" title="Array of indeces.">rvinds</a> ( i ), pom ); |
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132 | <a name="l00159"></a>00159 } |
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133 | <a name="l00160"></a>00160 <span class="keywordflow">return</span> tmp; |
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134 | <a name="l00161"></a>00161 } |
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135 | <a name="l00162"></a><a class="code" href="classeprod.html#94a5b7c44056cf7f4e688d53ba6295b4">00162</a> vec <a class="code" href="classeprod.html#94a5b7c44056cf7f4e688d53ba6295b4" title="Returns a sample, from density .">sample</a>()<span class="keyword"> const </span>{ |
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136 | <a name="l00163"></a>00163 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>() ); |
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137 | <a name="l00164"></a>00164 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { |
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138 | <a name="l00165"></a>00165 vec pom = <a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a> ( i )->sample(); |
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139 | <a name="l00166"></a>00166 set_subvector ( tmp,<a class="code" href="classeprod.html#a471987de1115dc639eccff65f3b9aa3" title="Array of indeces.">rvinds</a> ( i ), pom ); |
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140 | <a name="l00167"></a>00167 } |
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141 | <a name="l00168"></a>00168 <span class="keywordflow">return</span> tmp; |
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142 | <a name="l00169"></a>00169 } |
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143 | <a name="l00170"></a><a class="code" href="classeprod.html#5adef154e3655a872c284b02635b8b35">00170</a> <span class="keywordtype">double</span> <a class="code" href="classeprod.html#5adef154e3655a872c284b02635b8b35" title="Compute log-probability of argument val.">evalpdflog</a> ( <span class="keyword">const</span> vec &val )<span class="keyword"> const </span>{ |
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144 | <a name="l00171"></a>00171 <span class="keywordtype">double</span> tmp=0; |
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145 | <a name="l00172"></a>00172 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>.length();i++ ) { |
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146 | <a name="l00173"></a>00173 tmp+=<a class="code" href="classeprod.html#63fc0db078542bce1c5dff94f9c3a357" title="Components (epdfs).">epdfs</a>(i)->evalpdflog(val(<a class="code" href="classeprod.html#a471987de1115dc639eccff65f3b9aa3" title="Array of indeces.">rvinds</a>(i))); |
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147 | <a name="l00174"></a>00174 } |
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148 | <a name="l00175"></a>00175 <span class="keywordflow">return</span> tmp; |
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149 | <a name="l00176"></a>00176 } |
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150 | <a name="l00178"></a><a class="code" href="classeprod.html#c049331d8b1ec7e4c088cf0cc6d47f3f">00178</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<<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);} |
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151 | <a name="l00179"></a>00179 }; |
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152 | <a name="l00180"></a>00180 |
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153 | <a name="l00181"></a>00181 |
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154 | <a name="l00185"></a><a class="code" href="classmmix.html">00185</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> { |
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155 | <a name="l00186"></a>00186 <span class="keyword">protected</span>: |
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156 | <a name="l00188"></a><a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f">00188</a> Array<mpdf*> <a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a>; |
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157 | <a name="l00190"></a><a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914">00190</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>; |
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158 | <a name="l00191"></a>00191 <span class="keyword">public</span>: |
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159 | <a name="l00193"></a><a class="code" href="classmmix.html#6769a962f1f4d0ecc5b903b5f7d26ad3">00193</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> &<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> &<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> = &<a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a>;}; |
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160 | <a name="l00195"></a><a class="code" href="classmmix.html#e7681490a5c5b2d0a43f4e5842e10a9d">00195</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 &w, <span class="keyword">const</span> Array<mpdf*> &<a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a> ) { |
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161 | <a name="l00196"></a>00196 Array<epdf*> Eps ( Coms.length() ); |
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162 | <a name="l00197"></a>00197 |
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163 | <a name="l00198"></a>00198 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i < Coms.length();i++ ) { |
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164 | <a name="l00199"></a>00199 Eps ( i ) = & ( <a class="code" href="classmmix.html#460632c7a0afd41b7840902181a7d85f" title="Component (epdfs).">Coms</a> ( i )->_epdf() ); |
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165 | <a name="l00200"></a>00200 } |
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166 | <a name="l00201"></a>00201 <a class="code" href="classmmix.html#507a5e6df53e6e9a6a330f1271cf0914" title="Internal epdf.">Epdf</a>.<a class="code" href="classemix.html#6ce82b24d7fe540ddbf44b472a005555" title="Set weights w and components R.">set_parameters</a> ( w, Eps ); |
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167 | <a name="l00202"></a>00202 }; |
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168 | <a name="l00203"></a>00203 |
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169 | <a name="l00204"></a><a class="code" href="classmmix.html#1a66629ec5c2b6f4740606cf737f0193">00204</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 &cond ) { |
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170 | <a name="l00205"></a>00205 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i = 0;i < <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 )->condition ( cond );} |
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171 | <a name="l00206"></a>00206 }; |
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172 | <a name="l00207"></a>00207 }; |
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173 | <a name="l00208"></a>00208 <span class="preprocessor">#endif //MX_H</span> |
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174 | </pre></div></div> |
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175 | <hr size="1"><address style="text-align: right;"><small>Generated on Tue Sep 23 16:00:45 2008 for mixpp by |
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176 | <a href="http://www.doxygen.org/index.html"> |
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177 | <img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.6 </small></address> |
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178 | </body> |
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179 | </html> |
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