1 | \hypertarget{classbdm_1_1enorm}{ |
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2 | \section{bdm::enorm$<$ sq\_\-T $>$ Class Template Reference} |
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3 | \label{classbdm_1_1enorm}\index{bdm::enorm@{bdm::enorm}} |
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4 | } |
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5 | {\tt \#include $<$libEF.h$>$} |
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6 | |
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7 | Inheritance diagram for bdm::enorm$<$ sq\_\-T $>$:\nopagebreak |
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8 | \begin{figure}[H] |
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9 | \begin{center} |
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10 | \leavevmode |
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11 | \includegraphics[width=400pt]{classbdm_1_1enorm__inherit__graph} |
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12 | \end{center} |
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13 | \end{figure} |
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14 | |
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15 | |
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16 | \subsection{Detailed Description} |
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17 | \subsubsection*{template$<$class sq\_\-T$>$ class bdm::enorm$<$ sq\_\-T $>$} |
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18 | |
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19 | Gaussian density with positive definite (decomposed) covariance matrix. |
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20 | |
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21 | More?... \subsection*{Public Member Functions} |
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22 | \begin{CompactItemize} |
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23 | \item |
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24 | \hypertarget{classbdm_1_1eEF_deef7d6273ba4d5a5cf0bbd91ec7277a}{ |
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25 | virtual void \hyperlink{classbdm_1_1eEF_deef7d6273ba4d5a5cf0bbd91ec7277a}{dupdate} (mat \&v)} |
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26 | \label{classbdm_1_1eEF_deef7d6273ba4d5a5cf0bbd91ec7277a} |
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27 | |
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28 | \begin{CompactList}\small\item\em TODO decide if it is really needed. \item\end{CompactList}\item |
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29 | \hypertarget{classbdm_1_1eEF_a36d06ecdd6f4c79dc122510eaccc692}{ |
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30 | virtual double \hyperlink{classbdm_1_1eEF_a36d06ecdd6f4c79dc122510eaccc692}{evallog} (const vec \&val) const } |
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31 | \label{classbdm_1_1eEF_a36d06ecdd6f4c79dc122510eaccc692} |
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32 | |
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33 | \begin{CompactList}\small\item\em Evaluate normalized log-probability. \item\end{CompactList}\item |
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34 | \hypertarget{classbdm_1_1eEF_79a7c8ea8c02e45d410bd1d7ffd72b41}{ |
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35 | virtual vec \hyperlink{classbdm_1_1eEF_79a7c8ea8c02e45d410bd1d7ffd72b41}{evallog} (const mat \&Val) const } |
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36 | \label{classbdm_1_1eEF_79a7c8ea8c02e45d410bd1d7ffd72b41} |
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37 | |
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38 | \begin{CompactList}\small\item\em Evaluate normalized log-probability for many samples. \item\end{CompactList}\item |
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39 | \hypertarget{classbdm_1_1eEF_cf38af29e8e3d650c640509a52396053}{ |
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40 | virtual void \hyperlink{classbdm_1_1eEF_cf38af29e8e3d650c640509a52396053}{pow} (double p)} |
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41 | \label{classbdm_1_1eEF_cf38af29e8e3d650c640509a52396053} |
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42 | |
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43 | \begin{CompactList}\small\item\em Power of the density, used e.g. to flatten the density. \item\end{CompactList}\end{CompactItemize} |
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44 | \begin{Indent}{\bf Constructors}\par |
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45 | \begin{CompactItemize} |
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46 | \item |
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47 | \hypertarget{classbdm_1_1enorm_ccc42fd86d4532de03e0d2a0075e066c}{ |
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48 | \textbf{enorm} ()} |
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49 | \label{classbdm_1_1enorm_ccc42fd86d4532de03e0d2a0075e066c} |
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50 | |
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51 | \item |
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52 | \hypertarget{classbdm_1_1enorm_4c9db749e205a0605ad9c93470f6dcaa}{ |
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53 | \textbf{enorm} (const vec \&\hyperlink{classbdm_1_1enorm_c702a194720853570d08b65482f842c7}{mu}, const sq\_\-T \&\hyperlink{classbdm_1_1enorm_2d92dde696b2a7a5b10ddef5d22ba2c2}{R})} |
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54 | \label{classbdm_1_1enorm_4c9db749e205a0605ad9c93470f6dcaa} |
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55 | |
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56 | \item |
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57 | \hypertarget{classbdm_1_1enorm_b8322f2c11560871dd922c660f4771bb}{ |
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58 | void \textbf{set\_\-parameters} (const vec \&\hyperlink{classbdm_1_1enorm_c702a194720853570d08b65482f842c7}{mu}, const sq\_\-T \&\hyperlink{classbdm_1_1enorm_2d92dde696b2a7a5b10ddef5d22ba2c2}{R})} |
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59 | \label{classbdm_1_1enorm_b8322f2c11560871dd922c660f4771bb} |
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60 | |
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61 | \end{CompactItemize} |
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62 | \end{Indent} |
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63 | \begin{Indent}{\bf Mathematical operations}\par |
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64 | \begin{CompactItemize} |
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65 | \item |
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66 | \hypertarget{classbdm_1_1enorm_d2e0d3a1e30ab3ab04df2d0c43ae74a2}{ |
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67 | void \hyperlink{classbdm_1_1enorm_d2e0d3a1e30ab3ab04df2d0c43ae74a2}{dupdate} (mat \&v, double nu=1.0)} |
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68 | \label{classbdm_1_1enorm_d2e0d3a1e30ab3ab04df2d0c43ae74a2} |
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69 | |
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70 | \begin{CompactList}\small\item\em dupdate in exponential form (not really handy) \item\end{CompactList}\item |
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71 | \hypertarget{classbdm_1_1enorm_e1a48f52351ec3a349bd443b713b1766}{ |
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72 | vec \hyperlink{classbdm_1_1enorm_e1a48f52351ec3a349bd443b713b1766}{sample} () const } |
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73 | \label{classbdm_1_1enorm_e1a48f52351ec3a349bd443b713b1766} |
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74 | |
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75 | \begin{CompactList}\small\item\em Returns a sample, $ x $ from density $ f_x()$. \item\end{CompactList}\item |
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76 | \hypertarget{classbdm_1_1enorm_ebd96125aed74f9504033bb3605849db}{ |
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77 | mat \textbf{sample} (int N) const } |
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78 | \label{classbdm_1_1enorm_ebd96125aed74f9504033bb3605849db} |
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79 | |
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80 | \item |
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81 | \hypertarget{classbdm_1_1enorm_e13aeed5b543b2179bacdc4fa2ae47a3}{ |
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82 | double \hyperlink{classbdm_1_1enorm_e13aeed5b543b2179bacdc4fa2ae47a3}{evallog\_\-nn} (const vec \&val) const } |
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83 | \label{classbdm_1_1enorm_e13aeed5b543b2179bacdc4fa2ae47a3} |
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84 | |
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85 | \begin{CompactList}\small\item\em Evaluate normalized log-probability. \item\end{CompactList}\item |
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86 | \hypertarget{classbdm_1_1enorm_25785343aff102cc5df1cab08ba16d32}{ |
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87 | double \hyperlink{classbdm_1_1enorm_25785343aff102cc5df1cab08ba16d32}{lognc} () const } |
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88 | \label{classbdm_1_1enorm_25785343aff102cc5df1cab08ba16d32} |
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89 | |
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90 | \begin{CompactList}\small\item\em logarithm of the normalizing constant, $\mathcal{I}$ \item\end{CompactList}\item |
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91 | \hypertarget{classbdm_1_1enorm_b2fa2915c35366392fe9bb022ca1a600}{ |
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92 | vec \hyperlink{classbdm_1_1enorm_b2fa2915c35366392fe9bb022ca1a600}{mean} () const } |
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93 | \label{classbdm_1_1enorm_b2fa2915c35366392fe9bb022ca1a600} |
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94 | |
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95 | \begin{CompactList}\small\item\em return expected value \item\end{CompactList}\item |
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96 | \hypertarget{classbdm_1_1enorm_729c75ef0fa8abae03d58ad1f81e6773}{ |
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97 | vec \hyperlink{classbdm_1_1enorm_729c75ef0fa8abae03d58ad1f81e6773}{variance} () const } |
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98 | \label{classbdm_1_1enorm_729c75ef0fa8abae03d58ad1f81e6773} |
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99 | |
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100 | \begin{CompactList}\small\item\em return expected variance (not covariance!) \item\end{CompactList}\item |
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101 | \hypertarget{classbdm_1_1enorm_baea4d49c657342b58297d68cda16d26}{ |
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102 | \hyperlink{classbdm_1_1mpdf}{mpdf} $\ast$ \hyperlink{classbdm_1_1enorm_baea4d49c657342b58297d68cda16d26}{condition} (const \hyperlink{classbdm_1_1RV}{RV} \&rvn) const } |
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103 | \label{classbdm_1_1enorm_baea4d49c657342b58297d68cda16d26} |
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104 | |
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105 | \begin{CompactList}\small\item\em Return conditional density on the given \hyperlink{classbdm_1_1RV}{RV}, the remaining rvs will be in conditioning. \item\end{CompactList}\item |
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106 | \hypertarget{classbdm_1_1enorm_cd02d76e9d4f96bdd3fa6b604e273039}{ |
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107 | \hyperlink{classbdm_1_1epdf}{epdf} $\ast$ \hyperlink{classbdm_1_1enorm_cd02d76e9d4f96bdd3fa6b604e273039}{marginal} (const \hyperlink{classbdm_1_1RV}{RV} \&\hyperlink{classbdm_1_1epdf_62c5b8ff71d9ebe6cd58d3c342eb1dc8}{rv}) const } |
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108 | \label{classbdm_1_1enorm_cd02d76e9d4f96bdd3fa6b604e273039} |
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109 | |
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110 | \begin{CompactList}\small\item\em Return marginal density on the given \hyperlink{classbdm_1_1RV}{RV}, the remainig rvs are intergrated out. \item\end{CompactList}\end{CompactItemize} |
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111 | \end{Indent} |
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112 | \begin{Indent}{\bf Access to attributes}\par |
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113 | \begin{CompactItemize} |
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114 | \item |
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115 | \hypertarget{classbdm_1_1enorm_766127847e9482aea9226ea157295ea2}{ |
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116 | vec \& \textbf{\_\-mu} ()} |
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117 | \label{classbdm_1_1enorm_766127847e9482aea9226ea157295ea2} |
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118 | |
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119 | \item |
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120 | \hypertarget{classbdm_1_1enorm_8915d68ae76ad185c8c314f960a63f0c}{ |
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121 | void \textbf{set\_\-mu} (const vec mu0)} |
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122 | \label{classbdm_1_1enorm_8915d68ae76ad185c8c314f960a63f0c} |
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123 | |
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124 | \item |
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125 | \hypertarget{classbdm_1_1enorm_81d81e35e57c9f194bde248e3affcf1f}{ |
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126 | sq\_\-T \& \textbf{\_\-R} ()} |
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127 | \label{classbdm_1_1enorm_81d81e35e57c9f194bde248e3affcf1f} |
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128 | |
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129 | \item |
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130 | \hypertarget{classbdm_1_1enorm_8c664b024e79f18ca3f8e8cc81af2103}{ |
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131 | const sq\_\-T \& \textbf{\_\-R} () const } |
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132 | \label{classbdm_1_1enorm_8c664b024e79f18ca3f8e8cc81af2103} |
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133 | |
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134 | \end{CompactItemize} |
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135 | \end{Indent} |
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136 | \begin{Indent}{\bf Matematical Operations}\par |
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137 | \begin{CompactItemize} |
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138 | \item |
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139 | \hypertarget{classbdm_1_1epdf_b4cf45fd83cc7573ede9fe1215256058}{ |
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140 | virtual mat \hyperlink{classbdm_1_1epdf_b4cf45fd83cc7573ede9fe1215256058}{sample\_\-m} (int N) const } |
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141 | \label{classbdm_1_1epdf_b4cf45fd83cc7573ede9fe1215256058} |
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142 | |
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143 | \begin{CompactList}\small\item\em Returns N samples, $ [x_1 , x_2 , \ldots \ $ from density $ f_x(rv)$. \item\end{CompactList}\item |
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144 | \hypertarget{classbdm_1_1epdf_34956d4dd3176eeb5937cf48a1546b62}{ |
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145 | virtual vec \hyperlink{classbdm_1_1epdf_34956d4dd3176eeb5937cf48a1546b62}{evallog\_\-m} (const mat \&Val) const } |
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146 | \label{classbdm_1_1epdf_34956d4dd3176eeb5937cf48a1546b62} |
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147 | |
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148 | \begin{CompactList}\small\item\em Compute log-probability of multiple values argument {\tt val}. \item\end{CompactList}\end{CompactItemize} |
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149 | \end{Indent} |
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150 | \begin{Indent}{\bf Connection to other classes}\par |
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151 | {\em Description of the random quantity via attribute {\tt rv} is optional. For operations such as sampling {\tt rv} does not need to be set. However, for {\tt marginalization} and {\tt conditioning} {\tt rv} has to be set. NB: }\begin{CompactItemize} |
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152 | \item |
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153 | \hypertarget{classbdm_1_1epdf_f423e28448dbb69ef4905295ec8de8ff}{ |
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154 | void \hyperlink{classbdm_1_1epdf_f423e28448dbb69ef4905295ec8de8ff}{set\_\-rv} (const \hyperlink{classbdm_1_1RV}{RV} \&rv0)} |
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155 | \label{classbdm_1_1epdf_f423e28448dbb69ef4905295ec8de8ff} |
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156 | |
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157 | \begin{CompactList}\small\item\em Name its rv. \item\end{CompactList}\item |
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158 | \hypertarget{classbdm_1_1epdf_c4b863ff84c7a4882fb3ad18556027f9}{ |
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159 | bool \hyperlink{classbdm_1_1epdf_c4b863ff84c7a4882fb3ad18556027f9}{isnamed} () const } |
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160 | \label{classbdm_1_1epdf_c4b863ff84c7a4882fb3ad18556027f9} |
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161 | |
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162 | \begin{CompactList}\small\item\em True if rv is assigned. \item\end{CompactList}\item |
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163 | \hypertarget{classbdm_1_1epdf_a4ab378d5e004c3ff3e2d4e64f7bba21}{ |
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164 | const \hyperlink{classbdm_1_1RV}{RV} \& \hyperlink{classbdm_1_1epdf_a4ab378d5e004c3ff3e2d4e64f7bba21}{\_\-rv} () const } |
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165 | \label{classbdm_1_1epdf_a4ab378d5e004c3ff3e2d4e64f7bba21} |
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166 | |
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167 | \begin{CompactList}\small\item\em Return name (fails when isnamed is false). \item\end{CompactList}\end{CompactItemize} |
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168 | \end{Indent} |
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169 | \begin{Indent}{\bf Access to attributes}\par |
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170 | \begin{CompactItemize} |
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171 | \item |
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172 | \hypertarget{classbdm_1_1epdf_46dfe100cd621716ee5c7ee25a20f24b}{ |
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173 | bool \hyperlink{classbdm_1_1epdf_46dfe100cd621716ee5c7ee25a20f24b}{dimension} () const } |
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174 | \label{classbdm_1_1epdf_46dfe100cd621716ee5c7ee25a20f24b} |
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175 | |
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176 | \begin{CompactList}\small\item\em Size of the random variable. \item\end{CompactList}\end{CompactItemize} |
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177 | \end{Indent} |
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178 | \subsection*{Protected Attributes} |
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179 | \begin{CompactItemize} |
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180 | \item |
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181 | \hypertarget{classbdm_1_1enorm_c702a194720853570d08b65482f842c7}{ |
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182 | vec \hyperlink{classbdm_1_1enorm_c702a194720853570d08b65482f842c7}{mu}} |
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183 | \label{classbdm_1_1enorm_c702a194720853570d08b65482f842c7} |
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184 | |
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185 | \begin{CompactList}\small\item\em mean value \item\end{CompactList}\item |
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186 | \hypertarget{classbdm_1_1enorm_2d92dde696b2a7a5b10ddef5d22ba2c2}{ |
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187 | sq\_\-T \hyperlink{classbdm_1_1enorm_2d92dde696b2a7a5b10ddef5d22ba2c2}{R}} |
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188 | \label{classbdm_1_1enorm_2d92dde696b2a7a5b10ddef5d22ba2c2} |
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189 | |
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190 | \begin{CompactList}\small\item\em Covariance matrix in decomposed form. \item\end{CompactList}\item |
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191 | \hypertarget{classbdm_1_1epdf_16adac20ec7fe07e1ea0b27d917788ce}{ |
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192 | int \hyperlink{classbdm_1_1epdf_16adac20ec7fe07e1ea0b27d917788ce}{dim}} |
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193 | \label{classbdm_1_1epdf_16adac20ec7fe07e1ea0b27d917788ce} |
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194 | |
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195 | \begin{CompactList}\small\item\em dimension of the random variable \item\end{CompactList}\item |
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196 | \hypertarget{classbdm_1_1epdf_62c5b8ff71d9ebe6cd58d3c342eb1dc8}{ |
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197 | \hyperlink{classbdm_1_1RV}{RV} \hyperlink{classbdm_1_1epdf_62c5b8ff71d9ebe6cd58d3c342eb1dc8}{rv}} |
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198 | \label{classbdm_1_1epdf_62c5b8ff71d9ebe6cd58d3c342eb1dc8} |
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199 | |
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200 | \begin{CompactList}\small\item\em Description of the random variable. \item\end{CompactList}\end{CompactItemize} |
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201 | |
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202 | |
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203 | The documentation for this class was generated from the following file:\begin{CompactItemize} |
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204 | \item |
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205 | \hyperlink{libEF_8h}{libEF.h}\end{CompactItemize} |
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