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65 | <h1>mixef.h</h1><a href="mixef_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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66 | <a name="l00013"></a>00013 <span class="preprocessor">#ifndef MEF_H</span> |
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67 | <a name="l00014"></a>00014 <span class="preprocessor"></span><span class="preprocessor">#define MEF_H</span> |
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68 | <a name="l00015"></a>00015 <span class="preprocessor"></span> |
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69 | <a name="l00016"></a>00016 |
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70 | <a name="l00017"></a>00017 <span class="preprocessor">#include "../stat/libFN.h"</span> |
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71 | <a name="l00018"></a>00018 <span class="preprocessor">#include "../stat/libEF.h"</span> |
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72 | <a name="l00019"></a>00019 <span class="preprocessor">#include "../stat/emix.h"</span> |
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73 | <a name="l00020"></a>00020 |
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74 | <a name="l00021"></a>00021 <span class="keyword">namespace </span>bdm { |
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75 | <a name="l00022"></a>00022 |
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76 | <a name="l00023"></a>00023 <span class="keyword">enum</span> MixEF_METHOD { EM = 0, QB = 1}; |
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77 | <a name="l00024"></a>00024 |
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78 | <a name="l00041"></a><a class="code" href="classbdm_1_1MixEF.html">00041</a> <span class="keyword">class </span><a class="code" href="classbdm_1_1MixEF.html" title="Mixture of Exponential Family Densities.">MixEF</a>: <span class="keyword">public</span> <a class="code" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family.">BMEF</a> { |
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79 | <a name="l00042"></a>00042 <span class="keyword">protected</span>: |
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80 | <a name="l00044"></a><a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5">00044</a> <span class="keywordtype">int</span> <a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a>; |
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81 | <a name="l00046"></a><a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08">00046</a> Array<BMEF*> <a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a>; |
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82 | <a name="l00048"></a><a class="code" href="classbdm_1_1MixEF.html#e39faa70cebadc3296bd249040105e86">00048</a> <a class="code" href="classbdm_1_1multiBM.html" title="Estimator for Multinomial density.">multiBM</a> <a class="code" href="classbdm_1_1MixEF.html#e39faa70cebadc3296bd249040105e86" title="Statistics for weights.">weights</a>; |
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83 | <a name="l00050"></a><a class="code" href="classbdm_1_1MixEF.html#9413fb7f1836237aac807fb9f245e4f6">00050</a> <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_1MixEF.html#9413fb7f1836237aac807fb9f245e4f6" title="Posterior on component parameters.">est</a>; |
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84 | <a name="l00052"></a>00052 |
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85 | <a name="l00054"></a><a class="code" href="classbdm_1_1MixEF.html#a2376ddadb7573532404452d0c2dd28a">00054</a> MixEF_METHOD <a class="code" href="classbdm_1_1MixEF.html#a2376ddadb7573532404452d0c2dd28a" title="Flag for a method that is used in the inference.">method</a>; |
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86 | <a name="l00055"></a>00055 |
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87 | <a name="l00057"></a><a class="code" href="classbdm_1_1MixEF.html#d74a8d1370c63c93ec554908ae3e6006">00057</a> <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1MixEF.html#d74a8d1370c63c93ec554908ae3e6006" title="Auxiliary function for use in constructors.">build_est</a>() { |
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88 | <a name="l00058"></a>00058 <a class="code" href="classbdm_1_1MixEF.html#9413fb7f1836237aac807fb9f245e4f6" title="Posterior on component parameters.">est</a> = <span class="keyword">new</span> <a class="code" href="classbdm_1_1eprod.html" title="Product of independent epdfs. For dependent pdfs, use mprod.">eprod</a>; |
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89 | <a name="l00059"></a>00059 <span class="keywordflow">if</span> ( <a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a>>0 ) { |
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90 | <a name="l00060"></a>00060 Array<const epdf*> epdfs ( <a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a>+1 ); |
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91 | <a name="l00061"></a>00061 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a>.length();i++ ) { |
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92 | <a name="l00062"></a>00062 <span class="comment">// it_assert_debug(!x,"MixEF::MixEF : Incompatible components");</span> |
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93 | <a name="l00063"></a>00063 epdfs ( i ) =& ( <a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a> ( i )->posterior() ); |
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94 | <a name="l00064"></a>00064 } |
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95 | <a name="l00065"></a>00065 <span class="comment">// last in the product is the weight</span> |
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96 | <a name="l00066"></a>00066 epdfs ( <a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a> ) =& ( <a class="code" href="classbdm_1_1MixEF.html#e39faa70cebadc3296bd249040105e86" title="Statistics for weights.">weights</a>.<a class="code" href="classbdm_1_1multiBM.html#cd682a9a179e6c42a5d28e71c2a2cbfa">posterior</a>() ); |
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97 | <a name="l00067"></a>00067 <a class="code" href="classbdm_1_1MixEF.html#9413fb7f1836237aac807fb9f245e4f6" title="Posterior on component parameters.">est</a>-><a class="code" href="classbdm_1_1eprod.html#7f0f526ddcd028c5edaecf250ef780f6">set_parameters</a> ( epdfs, <span class="keyword">false</span> ); |
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98 | <a name="l00068"></a>00068 } |
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99 | <a name="l00069"></a>00069 } |
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100 | <a name="l00070"></a>00070 |
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101 | <a name="l00071"></a>00071 <span class="keyword">public</span>: |
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102 | <a name="l00073"></a><a class="code" href="classbdm_1_1MixEF.html#4efe67d414ff34a1e7534004fd061241">00073</a> <a class="code" href="classbdm_1_1MixEF.html#0266854387338ba757e6192d62907984" title="Constructor of empty mixture.">MixEF</a> ( <span class="keyword">const</span> Array<BMEF*> &Coms0, <span class="keyword">const</span> vec &alpha0 ) : |
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103 | <a name="l00074"></a>00074 <a class="code" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family.">BMEF</a> ( ), <a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a> ( Coms0.length() ), <a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a> ( <a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a> ), |
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104 | <a name="l00075"></a>00075 <a class="code" href="classbdm_1_1MixEF.html#e39faa70cebadc3296bd249040105e86" title="Statistics for weights.">weights</a> (), <a class="code" href="classbdm_1_1MixEF.html#a2376ddadb7573532404452d0c2dd28a" title="Flag for a method that is used in the inference.">method</a> ( QB ) { |
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105 | <a name="l00076"></a>00076 <span class="comment">// it_assert_debug ( n>0,"MixEF::MixEF : Empty Component list" );</span> |
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106 | <a name="l00077"></a>00077 |
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107 | <a name="l00078"></a>00078 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a>;i++ ) {<a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a> ( i ) = ( <a class="code" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family.">BMEF</a>* ) Coms0 ( i )->_copy_();} |
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108 | <a name="l00079"></a>00079 <a class="code" href="classbdm_1_1MixEF.html#d74a8d1370c63c93ec554908ae3e6006" title="Auxiliary function for use in constructors.">build_est</a>(); |
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109 | <a name="l00080"></a>00080 }; |
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110 | <a name="l00082"></a><a class="code" href="classbdm_1_1MixEF.html#0266854387338ba757e6192d62907984">00082</a> <a class="code" href="classbdm_1_1MixEF.html#0266854387338ba757e6192d62907984" title="Constructor of empty mixture.">MixEF</a> () : |
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111 | <a name="l00083"></a>00083 <a class="code" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family.">BMEF</a> ( ), <a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a> ( 0 ), <a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a> ( 0 ), |
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112 | <a name="l00084"></a>00084 <a class="code" href="classbdm_1_1MixEF.html#e39faa70cebadc3296bd249040105e86" title="Statistics for weights.">weights</a> (),<a class="code" href="classbdm_1_1MixEF.html#a2376ddadb7573532404452d0c2dd28a" title="Flag for a method that is used in the inference.">method</a> ( QB ) {<a class="code" href="classbdm_1_1MixEF.html#d74a8d1370c63c93ec554908ae3e6006" title="Auxiliary function for use in constructors.">build_est</a>();} |
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113 | <a name="l00086"></a><a class="code" href="classbdm_1_1MixEF.html#9577de85c3e3481f7c0e23cf8f87c482">00086</a> <a class="code" href="classbdm_1_1MixEF.html#0266854387338ba757e6192d62907984" title="Constructor of empty mixture.">MixEF</a> ( <span class="keyword">const</span> <a class="code" href="classbdm_1_1MixEF.html" title="Mixture of Exponential Family Densities.">MixEF</a> &M2 ) : <a class="code" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family.">BMEF</a> ( ), <a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a> ( M2.<a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a> ), <a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a> ( <a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a> ), |
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114 | <a name="l00087"></a>00087 <a class="code" href="classbdm_1_1MixEF.html#e39faa70cebadc3296bd249040105e86" title="Statistics for weights.">weights</a> ( M2.<a class="code" href="classbdm_1_1MixEF.html#e39faa70cebadc3296bd249040105e86" title="Statistics for weights.">weights</a> ), <a class="code" href="classbdm_1_1MixEF.html#a2376ddadb7573532404452d0c2dd28a" title="Flag for a method that is used in the inference.">method</a> ( M2.<a class="code" href="classbdm_1_1MixEF.html#a2376ddadb7573532404452d0c2dd28a" title="Flag for a method that is used in the inference.">method</a> ) { |
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115 | <a name="l00088"></a>00088 <span class="comment">// it_assert_debug ( n>0,"MixEF::MixEF : Empty Component list" );</span> |
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116 | <a name="l00089"></a>00089 |
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117 | <a name="l00090"></a>00090 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a>;i++ ) {<a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a> ( i ) = M2.<a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a> ( i )->_copy_();} |
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118 | <a name="l00091"></a>00091 <a class="code" href="classbdm_1_1MixEF.html#d74a8d1370c63c93ec554908ae3e6006" title="Auxiliary function for use in constructors.">build_est</a>(); |
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119 | <a name="l00092"></a>00092 } |
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120 | <a name="l00097"></a>00097 <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1MixEF.html#0c2a50789b30769964a909d217125ed2">init</a> ( <a class="code" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family.">BMEF</a>* Com0, <span class="keyword">const</span> mat &Data, <span class="keywordtype">int</span> c=5 ); |
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121 | <a name="l00098"></a>00098 <span class="comment">//Destructor</span> |
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122 | <a name="l00099"></a>00099 ~<a class="code" href="classbdm_1_1MixEF.html" title="Mixture of Exponential Family Densities.">MixEF</a>() { |
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123 | <a name="l00100"></a>00100 <span class="keyword">delete</span> <a class="code" href="classbdm_1_1MixEF.html#9413fb7f1836237aac807fb9f245e4f6" title="Posterior on component parameters.">est</a>; |
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124 | <a name="l00101"></a>00101 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i<<a class="code" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5" title="Number of components.">n</a>;i++ ) {<span class="keyword">delete</span> <a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a> ( i );} |
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125 | <a name="l00102"></a>00102 } |
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126 | <a name="l00104"></a>00104 <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1MixEF.html#5bd7da667da183eed1577f11dff0c1f1" title="Recursive EM-like algorithm (QB-variant), see Karny et. al, 2006.">bayes</a> ( <span class="keyword">const</span> vec &dt ); |
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127 | <a name="l00106"></a>00106 <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1MixEF.html#5bd7da667da183eed1577f11dff0c1f1" title="Recursive EM-like algorithm (QB-variant), see Karny et. al, 2006.">bayes</a> ( <span class="keyword">const</span> mat &dt ); |
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128 | <a name="l00107"></a>00107 <span class="keywordtype">void</span> bayesB ( <span class="keyword">const</span> mat &dt, <span class="keyword">const</span> vec &wData ); |
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129 | <a name="l00108"></a>00108 <span class="keywordtype">double</span> <a class="code" href="classbdm_1_1MixEF.html#da724da464a75e07521941e430929efa">logpred</a> ( <span class="keyword">const</span> vec &dt ) <span class="keyword">const</span>; |
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130 | <a name="l00109"></a>00109 <span class="keyword">const</span> epdf& posterior()<span class="keyword"> const </span>{<span class="keywordflow">return</span> *<a class="code" href="classbdm_1_1MixEF.html#9413fb7f1836237aac807fb9f245e4f6" title="Posterior on component parameters.">est</a>;} |
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131 | <a name="l00110"></a>00110 <span class="keyword">const</span> eprod* _e()<span class="keyword"> const </span>{<span class="keywordflow">return</span> <a class="code" href="classbdm_1_1MixEF.html#9413fb7f1836237aac807fb9f245e4f6" title="Posterior on component parameters.">est</a>;} |
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132 | <a name="l00111"></a>00111 emix* <a class="code" href="classbdm_1_1MixEF.html#edc50e9640f049b846084748b18469a2" title="Constructs a predictive density .">epredictor</a>() <span class="keyword">const</span>; |
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133 | <a name="l00113"></a>00113 <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1MixEF.html#f0dfb4375fef4e61c4cb062e5bac7c8c" title="Flatten the density as if it was not estimated from the data.">flatten</a> ( <span class="keyword">const</span> <a class="code" href="classbdm_1_1BMEF.html#2def512872ed8a4fc3b702371ec0be55" title="Default constructor (=empty constructor).">BMEF</a>* M2 ); |
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134 | <a name="l00115"></a><a class="code" href="classbdm_1_1MixEF.html#251ef6fc51757712693da5faae5317c9">00115</a> <a class="code" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family.">BMEF</a>* <a class="code" href="classbdm_1_1MixEF.html#251ef6fc51757712693da5faae5317c9" title="Access function.">_Coms</a> ( <span class="keywordtype">int</span> i ) {<span class="keywordflow">return</span> <a class="code" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08" title="Models for Components of .">Coms</a> ( i );} |
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135 | <a name="l00116"></a>00116 |
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136 | <a name="l00118"></a><a class="code" href="classbdm_1_1MixEF.html#664529d52cc667383b39eeb440ccd577">00118</a> <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1MixEF.html#664529d52cc667383b39eeb440ccd577" title="Set which method is to be used.">set_method</a> ( MixEF_METHOD M ) {<a class="code" href="classbdm_1_1MixEF.html#a2376ddadb7573532404452d0c2dd28a" title="Flag for a method that is used in the inference.">method</a>=M;} |
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137 | <a name="l00119"></a>00119 }; |
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138 | <a name="l00120"></a>00120 |
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139 | <a name="l00121"></a>00121 } |
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140 | <a name="l00122"></a>00122 <span class="preprocessor">#endif // MEF_H</span> |
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141 | <a name="l00123"></a>00123 <span class="preprocessor"></span> |
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142 | <a name="l00124"></a>00124 |
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143 | </pre></div></div> |
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144 | <hr size="1"><address style="text-align: right;"><small>Generated on Wed Jun 17 14:13:28 2009 for mixpp by |
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145 | <a href="http://www.doxygen.org/index.html"> |
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146 | <img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.8 </small></address> |
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