| 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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