1 | \hypertarget{classBMEF}{ |
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2 | \section{BMEF Class Reference} |
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3 | \label{classBMEF}\index{BMEF@{BMEF}} |
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4 | } |
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5 | Estimator for Exponential family. |
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6 | |
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7 | |
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8 | {\tt \#include $<$libEF.h$>$} |
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9 | |
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10 | Inheritance diagram for BMEF:\nopagebreak |
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11 | \begin{figure}[H] |
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12 | \begin{center} |
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13 | \leavevmode |
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14 | \includegraphics[width=105pt]{classBMEF__inherit__graph} |
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15 | \end{center} |
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16 | \end{figure} |
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17 | Collaboration diagram for BMEF:\nopagebreak |
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18 | \begin{figure}[H] |
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19 | \begin{center} |
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20 | \leavevmode |
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21 | \includegraphics[width=43pt]{classBMEF__coll__graph} |
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22 | \end{center} |
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23 | \end{figure} |
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24 | \subsection*{Public Member Functions} |
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25 | \begin{CompactItemize} |
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26 | \item |
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27 | \hypertarget{classBMEF_46ac5c919ae647f3a6a38d9faba35f5d}{ |
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28 | \hyperlink{classBMEF_46ac5c919ae647f3a6a38d9faba35f5d}{BMEF} (const \hyperlink{classRV}{RV} \&\hyperlink{classBM_af00f0612fabe66241dd507188cdbf88}{rv}, double frg0=1.0)} |
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29 | \label{classBMEF_46ac5c919ae647f3a6a38d9faba35f5d} |
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30 | |
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31 | \begin{CompactList}\small\item\em Default constructor. \item\end{CompactList}\item |
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32 | \hypertarget{classBMEF_3dc6277cafbdc6cbc2db860ff219b33e}{ |
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33 | \hyperlink{classBMEF_3dc6277cafbdc6cbc2db860ff219b33e}{BMEF} (const \hyperlink{classBMEF}{BMEF} \&B)} |
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34 | \label{classBMEF_3dc6277cafbdc6cbc2db860ff219b33e} |
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35 | |
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36 | \begin{CompactList}\small\item\em Copy constructor. \item\end{CompactList}\item |
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37 | \hypertarget{classBMEF_30bb40eb1fd31869b2e62e79e1ecdcb4}{ |
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38 | virtual void \hyperlink{classBMEF_30bb40eb1fd31869b2e62e79e1ecdcb4}{set\_\-statistics} (const \hyperlink{classBMEF}{BMEF} $\ast$BM0)} |
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39 | \label{classBMEF_30bb40eb1fd31869b2e62e79e1ecdcb4} |
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40 | |
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41 | \begin{CompactList}\small\item\em get statistics from another model \item\end{CompactList}\item |
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42 | \hypertarget{classBMEF_8f4ecb6e2eaf630155a1fa98f35aa6ad}{ |
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43 | virtual void \hyperlink{classBMEF_8f4ecb6e2eaf630155a1fa98f35aa6ad}{bayes} (const vec \&data, const double w)} |
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44 | \label{classBMEF_8f4ecb6e2eaf630155a1fa98f35aa6ad} |
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45 | |
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46 | \begin{CompactList}\small\item\em Weighted update of sufficient statistics (Bayes rule). \item\end{CompactList}\item |
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47 | void \hyperlink{classBMEF_52b7719312d545215cca1ff87722a35a}{bayes} (const vec \&dt) |
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48 | \begin{CompactList}\small\item\em Incremental Bayes rule. \item\end{CompactList}\item |
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49 | \hypertarget{classBMEF_b3689f3ade328d157aa813384a5b153a}{ |
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50 | virtual void \hyperlink{classBMEF_b3689f3ade328d157aa813384a5b153a}{flatten} (const \hyperlink{classBMEF}{BMEF} $\ast$B)} |
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51 | \label{classBMEF_b3689f3ade328d157aa813384a5b153a} |
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52 | |
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53 | \begin{CompactList}\small\item\em Flatten the posterior according to the given \hyperlink{classBMEF}{BMEF} (of the same type!). \item\end{CompactList}\item |
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54 | \hypertarget{classBMEF_97f5312efe4a5bedb86d2daec59d8651}{ |
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55 | \hyperlink{classBMEF}{BMEF} $\ast$ \hyperlink{classBMEF_97f5312efe4a5bedb86d2daec59d8651}{\_\-copy\_\-} (bool changerv=false)} |
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56 | \label{classBMEF_97f5312efe4a5bedb86d2daec59d8651} |
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57 | |
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58 | \begin{CompactList}\small\item\em Flatten the posterior as if to keep nu0 data. \item\end{CompactList}\item |
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59 | \hypertarget{classBM_0186270f75189677f390fe088a9947e9}{ |
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60 | virtual void \hyperlink{classBM_0186270f75189677f390fe088a9947e9}{bayesB} (const mat \&Dt)} |
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61 | \label{classBM_0186270f75189677f390fe088a9947e9} |
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62 | |
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63 | \begin{CompactList}\small\item\em Batch Bayes rule (columns of Dt are observations). \item\end{CompactList}\item |
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64 | \hypertarget{classBM_8554809fec160bee279bcd5fa14ead5c}{ |
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65 | virtual const \hyperlink{classepdf}{epdf} \& \hyperlink{classBM_8554809fec160bee279bcd5fa14ead5c}{\_\-epdf} () const =0} |
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66 | \label{classBM_8554809fec160bee279bcd5fa14ead5c} |
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67 | |
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68 | \begin{CompactList}\small\item\em Returns a reference to the \hyperlink{classepdf}{epdf} representing posterior density on parameters. \item\end{CompactList}\item |
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69 | \hypertarget{classBM_db500c4836f883c175a3cf3ab5a3ce24}{ |
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70 | virtual const \hyperlink{classepdf}{epdf} $\ast$ \hyperlink{classBM_db500c4836f883c175a3cf3ab5a3ce24}{\_\-e} () const =0} |
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71 | \label{classBM_db500c4836f883c175a3cf3ab5a3ce24} |
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72 | |
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73 | \begin{CompactList}\small\item\em Returns a pointer to the \hyperlink{classepdf}{epdf} representing posterior density on parameters. Use with care! \item\end{CompactList}\item |
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74 | virtual double \hyperlink{classBM_8a8ce6df431689964c41cc6c849cfd06}{logpred} (const vec \&dt) const |
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75 | \item |
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76 | \hypertarget{classBM_cd0660f2a1a344b56ac39802708ff165}{ |
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77 | vec \hyperlink{classBM_cd0660f2a1a344b56ac39802708ff165}{logpred\_\-m} (const mat \&dt) const } |
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78 | \label{classBM_cd0660f2a1a344b56ac39802708ff165} |
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79 | |
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80 | \begin{CompactList}\small\item\em Matrix version of logpred. \item\end{CompactList}\item |
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81 | \hypertarget{classBM_5594d68ee9aa6fc8c1e79019da5c9d56}{ |
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82 | virtual \hyperlink{classepdf}{epdf} $\ast$ \hyperlink{classBM_5594d68ee9aa6fc8c1e79019da5c9d56}{predictor} (const \hyperlink{classRV}{RV} \&\hyperlink{classBM_af00f0612fabe66241dd507188cdbf88}{rv}) const } |
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83 | \label{classBM_5594d68ee9aa6fc8c1e79019da5c9d56} |
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84 | |
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85 | \begin{CompactList}\small\item\em Constructs a predictive density (marginal density on data). \item\end{CompactList}\item |
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86 | \hypertarget{classBM_126bd2595c48e311fc2a7ab72876092a}{ |
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87 | const \hyperlink{classRV}{RV} \& \hyperlink{classBM_126bd2595c48e311fc2a7ab72876092a}{\_\-rv} () const } |
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88 | \label{classBM_126bd2595c48e311fc2a7ab72876092a} |
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89 | |
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90 | \begin{CompactList}\small\item\em access function \item\end{CompactList}\item |
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91 | \hypertarget{classBM_87f4a547d2c29180be88175e5eab9c88}{ |
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92 | double \hyperlink{classBM_87f4a547d2c29180be88175e5eab9c88}{\_\-ll} () const } |
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93 | \label{classBM_87f4a547d2c29180be88175e5eab9c88} |
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94 | |
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95 | \begin{CompactList}\small\item\em access function \item\end{CompactList}\item |
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96 | \hypertarget{classBM_1ffa9f23669aabecc3760c06c6987522}{ |
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97 | void \hyperlink{classBM_1ffa9f23669aabecc3760c06c6987522}{set\_\-evalll} (bool evl0)} |
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98 | \label{classBM_1ffa9f23669aabecc3760c06c6987522} |
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99 | |
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100 | \begin{CompactList}\small\item\em access function \item\end{CompactList}\end{CompactItemize} |
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101 | \subsection*{Protected Attributes} |
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102 | \begin{CompactItemize} |
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103 | \item |
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104 | \hypertarget{classBMEF_538d632e59f9afa8daa1de74da12ce71}{ |
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105 | double \hyperlink{classBMEF_538d632e59f9afa8daa1de74da12ce71}{frg}} |
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106 | \label{classBMEF_538d632e59f9afa8daa1de74da12ce71} |
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107 | |
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108 | \begin{CompactList}\small\item\em forgetting factor \item\end{CompactList}\item |
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109 | \hypertarget{classBMEF_308cf5d4133cd471fdf1ecd5dfa09d02}{ |
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110 | double \hyperlink{classBMEF_308cf5d4133cd471fdf1ecd5dfa09d02}{last\_\-lognc}} |
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111 | \label{classBMEF_308cf5d4133cd471fdf1ecd5dfa09d02} |
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112 | |
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113 | \begin{CompactList}\small\item\em cached value of lognc() in the previous step (used in evaluation of {\tt ll} ) \item\end{CompactList}\item |
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114 | \hypertarget{classBM_af00f0612fabe66241dd507188cdbf88}{ |
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115 | \hyperlink{classRV}{RV} \hyperlink{classBM_af00f0612fabe66241dd507188cdbf88}{rv}} |
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116 | \label{classBM_af00f0612fabe66241dd507188cdbf88} |
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117 | |
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118 | \begin{CompactList}\small\item\em Random variable of the posterior. \item\end{CompactList}\item |
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119 | \hypertarget{classBM_5623fef6572a08c2b53b8c87b82dc979}{ |
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120 | double \hyperlink{classBM_5623fef6572a08c2b53b8c87b82dc979}{ll}} |
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121 | \label{classBM_5623fef6572a08c2b53b8c87b82dc979} |
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122 | |
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123 | \begin{CompactList}\small\item\em Logarithm of marginalized data likelihood. \item\end{CompactList}\item |
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124 | \hypertarget{classBM_bf6fb59b30141074f8ee1e2f43d03129}{ |
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125 | bool \hyperlink{classBM_bf6fb59b30141074f8ee1e2f43d03129}{evalll}} |
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126 | \label{classBM_bf6fb59b30141074f8ee1e2f43d03129} |
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127 | |
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128 | \begin{CompactList}\small\item\em If true, the filter will compute likelihood of the data record and store it in {\tt ll} . Set to false if you want to save computational time. \item\end{CompactList}\end{CompactItemize} |
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129 | |
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130 | |
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131 | \subsection{Detailed Description} |
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132 | Estimator for Exponential family. |
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133 | |
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134 | \subsection{Member Function Documentation} |
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135 | \hypertarget{classBMEF_52b7719312d545215cca1ff87722a35a}{ |
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136 | \index{BMEF@{BMEF}!bayes@{bayes}} |
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137 | \index{bayes@{bayes}!BMEF@{BMEF}} |
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138 | \subsubsection[bayes]{\setlength{\rightskip}{0pt plus 5cm}void BMEF::bayes (const vec \& {\em dt})\hspace{0.3cm}{\tt \mbox{[}virtual\mbox{]}}}} |
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139 | \label{classBMEF_52b7719312d545215cca1ff87722a35a} |
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140 | |
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141 | |
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142 | Incremental Bayes rule. |
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143 | |
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144 | \begin{Desc} |
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145 | \item[Parameters:] |
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146 | \begin{description} |
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147 | \item[{\em dt}]vector of input data \end{description} |
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148 | \end{Desc} |
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149 | |
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150 | |
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151 | Implements \hyperlink{classBM_a892eff438aab2dd1a9e2efcb7fb5bdf}{BM}. |
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152 | |
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153 | Reimplemented in \hyperlink{classARX_ba82c956ca893826811aefe1e4af465d}{ARX}, \hyperlink{classMixEF_d520fb534aa43f3084ff1568ffe7573d}{MixEF}, and \hyperlink{classmultiBM_11eeba7e97954e316e959116f90d80e2}{multiBM}. |
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154 | |
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155 | References bayes().\hypertarget{classBM_8a8ce6df431689964c41cc6c849cfd06}{ |
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156 | \index{BMEF@{BMEF}!logpred@{logpred}} |
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157 | \index{logpred@{logpred}!BMEF@{BMEF}} |
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158 | \subsubsection[logpred]{\setlength{\rightskip}{0pt plus 5cm}virtual double BM::logpred (const vec \& {\em dt}) const\hspace{0.3cm}{\tt \mbox{[}inline, virtual, inherited\mbox{]}}}} |
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159 | \label{classBM_8a8ce6df431689964c41cc6c849cfd06} |
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160 | |
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161 | |
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162 | Evaluates predictive log-likelihood of the given data record I.e. marginal likelihood of the data with the posterior integrated out. |
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163 | |
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164 | Reimplemented in \hyperlink{classARX_e7f9e7823aec9bf7ddc3b42d9b3304c4}{ARX}, \hyperlink{classMixEF_424ca64f36d4e41de7a7e7ae921d35ea}{MixEF}, and \hyperlink{classmultiBM_13e26a61757278981fd8cac9a7ef91eb}{multiBM}. |
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165 | |
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166 | Referenced by BM::logpred\_\-m(). |
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167 | |
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168 | The documentation for this class was generated from the following files:\begin{CompactItemize} |
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169 | \item |
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170 | work/git/mixpp/bdm/stat/\hyperlink{libEF_8h}{libEF.h}\item |
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171 | work/git/mixpp/bdm/stat/libEF.cpp\end{CompactItemize} |
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