1 | \hypertarget{classbdm_1_1EKFful__unQR}{ |
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2 | \section{bdm::EKFful\_\-unQR Class Reference} |
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3 | \label{classbdm_1_1EKFful__unQR}\index{bdm::EKFful\_\-unQR@{bdm::EKFful\_\-unQR}} |
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4 | } |
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5 | {\tt \#include $<$ekf\_\-templ.h$>$} |
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6 | |
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7 | Inheritance diagram for bdm::EKFful\_\-unQR:\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=141pt]{classbdm_1_1EKFful__unQR__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 | Extended \hyperlink{classbdm_1_1Kalman}{Kalman} filter with unknown {\tt Q} and {\tt R}. \subsection*{Public Member Functions} |
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18 | \begin{CompactItemize} |
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19 | \item |
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20 | \hypertarget{classbdm_1_1EKFful__unQR_58cd78b3bfcf989add9404de2982b281}{ |
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21 | \hyperlink{classbdm_1_1EKFful__unQR_58cd78b3bfcf989add9404de2982b281}{EKFful\_\-unQR} (\hyperlink{classbdm_1_1RV}{RV} rx, \hyperlink{classbdm_1_1RV}{RV} ry, \hyperlink{classbdm_1_1RV}{RV} ru, \hyperlink{classbdm_1_1RV}{RV} rQR)} |
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22 | \label{classbdm_1_1EKFful__unQR_58cd78b3bfcf989add9404de2982b281} |
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23 | |
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24 | \begin{CompactList}\small\item\em Default constructor. \item\end{CompactList}\item |
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25 | \hypertarget{classbdm_1_1EKFful__unQR_17a98c06f5efe38e0da0beb96d6f9584}{ |
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26 | void \hyperlink{classbdm_1_1EKFful__unQR_17a98c06f5efe38e0da0beb96d6f9584}{condition} (const vec \&QR0)} |
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27 | \label{classbdm_1_1EKFful__unQR_17a98c06f5efe38e0da0beb96d6f9584} |
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28 | |
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29 | \begin{CompactList}\small\item\em Substitute {\tt val} for {\tt rvc}. \item\end{CompactList}\item |
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30 | \hypertarget{classbdm_1_1EKFfull_78748da361ba61fef162b0d8956d1743}{ |
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31 | void \hyperlink{classbdm_1_1EKFfull_78748da361ba61fef162b0d8956d1743}{set\_\-parameters} (\hyperlink{classbdm_1_1diffbifn}{diffbifn} $\ast$pfxu, \hyperlink{classbdm_1_1diffbifn}{diffbifn} $\ast$phxu, const mat Q0, const mat R0)} |
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32 | \label{classbdm_1_1EKFfull_78748da361ba61fef162b0d8956d1743} |
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33 | |
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34 | \begin{CompactList}\small\item\em Set nonlinear functions for mean values and covariance matrices. \item\end{CompactList}\item |
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35 | \hypertarget{classbdm_1_1EKFfull_f149ae8e9ce14d9931a7bb2850736699}{ |
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36 | void \hyperlink{classbdm_1_1EKFfull_f149ae8e9ce14d9931a7bb2850736699}{bayes} (const vec \&dt)} |
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37 | \label{classbdm_1_1EKFfull_f149ae8e9ce14d9931a7bb2850736699} |
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38 | |
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39 | \begin{CompactList}\small\item\em Here dt = \mbox{[}yt;ut\mbox{]} of appropriate dimensions. \item\end{CompactList}\item |
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40 | \hypertarget{classbdm_1_1EKFfull_7562b3d3c17241dab3baf70258742eb2}{ |
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41 | void \hyperlink{classbdm_1_1EKFfull_7562b3d3c17241dab3baf70258742eb2}{set\_\-est} (vec mu0, mat P0)} |
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42 | \label{classbdm_1_1EKFfull_7562b3d3c17241dab3baf70258742eb2} |
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43 | |
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44 | \begin{CompactList}\small\item\em set estimates \item\end{CompactList}\item |
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45 | \hypertarget{classbdm_1_1EKFfull_6ccc4fa7da522d1c2257156f72291a8a}{ |
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46 | const \hyperlink{classbdm_1_1epdf}{epdf} \& \hyperlink{classbdm_1_1EKFfull_6ccc4fa7da522d1c2257156f72291a8a}{\_\-epdf} () const } |
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47 | \label{classbdm_1_1EKFfull_6ccc4fa7da522d1c2257156f72291a8a} |
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48 | |
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49 | \begin{CompactList}\small\item\em dummy! \item\end{CompactList}\item |
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50 | \hypertarget{classbdm_1_1EKFfull_3d0e427d4d2fb7ac20358ce629f5d510}{ |
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51 | const \hyperlink{classbdm_1_1enorm}{enorm}$<$ \hyperlink{classfsqmat}{fsqmat} $>$ $\ast$ \textbf{\_\-e} () const } |
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52 | \label{classbdm_1_1EKFfull_3d0e427d4d2fb7ac20358ce629f5d510} |
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53 | |
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54 | \item |
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55 | \hypertarget{classbdm_1_1EKFfull_d4f57cb8af64b06c530f528c32596d4d}{ |
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56 | const mat \textbf{\_\-R} ()} |
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57 | \label{classbdm_1_1EKFfull_d4f57cb8af64b06c530f528c32596d4d} |
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58 | |
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59 | \item |
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60 | \hypertarget{classbdm_1_1BMcond_7506910f93250b44fea505ec4ffb19dc}{ |
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61 | const \hyperlink{classbdm_1_1RV}{RV} \& \hyperlink{classbdm_1_1BMcond_7506910f93250b44fea505ec4ffb19dc}{\_\-rvc} () const } |
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62 | \label{classbdm_1_1BMcond_7506910f93250b44fea505ec4ffb19dc} |
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63 | |
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64 | \begin{CompactList}\small\item\em access function \item\end{CompactList}\end{CompactItemize} |
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65 | \begin{Indent}{\bf Constructors}\par |
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66 | \begin{CompactItemize} |
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67 | \item |
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68 | virtual \hyperlink{classbdm_1_1BM}{BM} $\ast$ \hyperlink{classbdm_1_1BM_c0f027ff91d8459937c6f60ff8e553ff}{\_\-copy\_\-} () |
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69 | \end{CompactItemize} |
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70 | \end{Indent} |
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71 | \begin{Indent}{\bf Mathematical operations}\par |
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72 | \begin{CompactItemize} |
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73 | \item |
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74 | \hypertarget{classbdm_1_1BM_1dee3fddaf021e62d925289660a707dc}{ |
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75 | virtual void \hyperlink{classbdm_1_1BM_1dee3fddaf021e62d925289660a707dc}{bayesB} (const mat \&Dt)} |
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76 | \label{classbdm_1_1BM_1dee3fddaf021e62d925289660a707dc} |
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77 | |
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78 | \begin{CompactList}\small\item\em Batch Bayes rule (columns of Dt are observations). \item\end{CompactList}\item |
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79 | virtual double \hyperlink{classbdm_1_1BM_50257e0c1e5b5c73153ea6e716ad8ae0}{logpred} (const vec \&dt) const |
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80 | \item |
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81 | \hypertarget{classbdm_1_1BM_0e8ebe61fb14990abe1254bd3dda5fae}{ |
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82 | vec \hyperlink{classbdm_1_1BM_0e8ebe61fb14990abe1254bd3dda5fae}{logpred\_\-m} (const mat \&dt) const } |
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83 | \label{classbdm_1_1BM_0e8ebe61fb14990abe1254bd3dda5fae} |
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84 | |
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85 | \begin{CompactList}\small\item\em Matrix version of logpred. \item\end{CompactList}\item |
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86 | \hypertarget{classbdm_1_1BM_688d7a2aced1e06aa1c468d73a9e5eba}{ |
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87 | virtual \hyperlink{classbdm_1_1epdf}{epdf} $\ast$ \hyperlink{classbdm_1_1BM_688d7a2aced1e06aa1c468d73a9e5eba}{epredictor} () const } |
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88 | \label{classbdm_1_1BM_688d7a2aced1e06aa1c468d73a9e5eba} |
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89 | |
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90 | \begin{CompactList}\small\item\em Constructs a predictive density $ f(d_{t+1} |d_{t}, \ldots d_{0}) $. \item\end{CompactList}\item |
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91 | \hypertarget{classbdm_1_1BM_598b25e3f3d96a5bc00a5faeb5b3c912}{ |
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92 | virtual \hyperlink{classbdm_1_1mpdf}{mpdf} $\ast$ \hyperlink{classbdm_1_1BM_598b25e3f3d96a5bc00a5faeb5b3c912}{predictor} () const } |
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93 | \label{classbdm_1_1BM_598b25e3f3d96a5bc00a5faeb5b3c912} |
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94 | |
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95 | \begin{CompactList}\small\item\em Constructs a conditional density 1-step ahead predictor. \item\end{CompactList}\end{CompactItemize} |
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96 | \end{Indent} |
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97 | \begin{Indent}{\bf Access to attributes}\par |
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98 | \begin{CompactItemize} |
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99 | \item |
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100 | \hypertarget{classbdm_1_1BM_ff2d8755ba0b3def927d31305c03b09c}{ |
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101 | const \hyperlink{classbdm_1_1RV}{RV} \& \textbf{\_\-drv} () const } |
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102 | \label{classbdm_1_1BM_ff2d8755ba0b3def927d31305c03b09c} |
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103 | |
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104 | \item |
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105 | \hypertarget{classbdm_1_1BM_f135ae6dce7e9f30c9f88229c7930b96}{ |
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106 | void \textbf{set\_\-drv} (const \hyperlink{classbdm_1_1RV}{RV} \&rv)} |
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107 | \label{classbdm_1_1BM_f135ae6dce7e9f30c9f88229c7930b96} |
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108 | |
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109 | \item |
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110 | \hypertarget{classbdm_1_1BM_5be65d37dedfe33a3671e7065f523a70}{ |
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111 | double \textbf{\_\-ll} () const } |
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112 | \label{classbdm_1_1BM_5be65d37dedfe33a3671e7065f523a70} |
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113 | |
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114 | \item |
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115 | \hypertarget{classbdm_1_1BM_236b3abbcc93594fc97cd86d82c1a83f}{ |
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116 | void \textbf{set\_\-evalll} (bool evl0)} |
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117 | \label{classbdm_1_1BM_236b3abbcc93594fc97cd86d82c1a83f} |
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118 | |
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119 | \end{CompactItemize} |
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120 | \end{Indent} |
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121 | \subsection*{Public Attributes} |
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122 | \begin{CompactItemize} |
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123 | \item |
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124 | \hypertarget{classbdm_1_1KalmanFull_2defb75e58892615c5f95fd844f3a666}{ |
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125 | vec \hyperlink{classbdm_1_1KalmanFull_2defb75e58892615c5f95fd844f3a666}{mu}} |
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126 | \label{classbdm_1_1KalmanFull_2defb75e58892615c5f95fd844f3a666} |
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127 | |
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128 | \begin{CompactList}\small\item\em Mean value of the posterior density. \item\end{CompactList}\item |
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129 | \hypertarget{classbdm_1_1KalmanFull_acacd228e100c3e937de575ad2d7cd9c}{ |
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130 | mat \hyperlink{classbdm_1_1KalmanFull_acacd228e100c3e937de575ad2d7cd9c}{P}} |
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131 | \label{classbdm_1_1KalmanFull_acacd228e100c3e937de575ad2d7cd9c} |
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132 | |
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133 | \begin{CompactList}\small\item\em Variance of the posterior density. \item\end{CompactList}\item |
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134 | \hypertarget{classbdm_1_1KalmanFull_0dba34bfba2aedd8c488692bcd14869b}{ |
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135 | bool \textbf{evalll}} |
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136 | \label{classbdm_1_1KalmanFull_0dba34bfba2aedd8c488692bcd14869b} |
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137 | |
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138 | \item |
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139 | \hypertarget{classbdm_1_1KalmanFull_363ade67bd5a06c6a45c41e4d8afe11e}{ |
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140 | double \textbf{ll}} |
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141 | \label{classbdm_1_1KalmanFull_363ade67bd5a06c6a45c41e4d8afe11e} |
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142 | |
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143 | \end{CompactItemize} |
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144 | \subsection*{Protected Attributes} |
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145 | \begin{CompactItemize} |
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146 | \item |
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147 | \hypertarget{classbdm_1_1KalmanFull_427886a66cde0354e041ddef5aa60eab}{ |
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148 | int \textbf{dimx}} |
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149 | \label{classbdm_1_1KalmanFull_427886a66cde0354e041ddef5aa60eab} |
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150 | |
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151 | \item |
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152 | \hypertarget{classbdm_1_1KalmanFull_2b0399b8904ccb81c2098cc3cc85ff8f}{ |
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153 | int \textbf{dimy}} |
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154 | \label{classbdm_1_1KalmanFull_2b0399b8904ccb81c2098cc3cc85ff8f} |
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155 | |
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156 | \item |
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157 | \hypertarget{classbdm_1_1KalmanFull_8e886b5d535ba7f9a39e66be34116788}{ |
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158 | int \textbf{dimu}} |
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159 | \label{classbdm_1_1KalmanFull_8e886b5d535ba7f9a39e66be34116788} |
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160 | |
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161 | \item |
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162 | \hypertarget{classbdm_1_1KalmanFull_a24914cfc0297b9f3885df86e5011733}{ |
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163 | mat \textbf{A}} |
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164 | \label{classbdm_1_1KalmanFull_a24914cfc0297b9f3885df86e5011733} |
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165 | |
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166 | \item |
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167 | \hypertarget{classbdm_1_1KalmanFull_ef28133db32cc60b710925266c37376d}{ |
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168 | mat \textbf{B}} |
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169 | \label{classbdm_1_1KalmanFull_ef28133db32cc60b710925266c37376d} |
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170 | |
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171 | \item |
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172 | \hypertarget{classbdm_1_1KalmanFull_89ed156e063e19b32df2218bfaef42cf}{ |
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173 | mat \textbf{C}} |
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174 | \label{classbdm_1_1KalmanFull_89ed156e063e19b32df2218bfaef42cf} |
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175 | |
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176 | \item |
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177 | \hypertarget{classbdm_1_1KalmanFull_74e9f43b5b4d4a5e012e6178542d3e8f}{ |
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178 | mat \textbf{D}} |
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179 | \label{classbdm_1_1KalmanFull_74e9f43b5b4d4a5e012e6178542d3e8f} |
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180 | |
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181 | \item |
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182 | \hypertarget{classbdm_1_1KalmanFull_5c1fc8685511d21ba0e1688452105b7c}{ |
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183 | mat \textbf{R}} |
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184 | \label{classbdm_1_1KalmanFull_5c1fc8685511d21ba0e1688452105b7c} |
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185 | |
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186 | \item |
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187 | \hypertarget{classbdm_1_1KalmanFull_17d9a3316ecf81c149c2c1affb11af58}{ |
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188 | mat \textbf{Q}} |
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189 | \label{classbdm_1_1KalmanFull_17d9a3316ecf81c149c2c1affb11af58} |
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190 | |
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191 | \item |
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192 | \hypertarget{classbdm_1_1KalmanFull_f7fc60eca2893328d42f92246526d4b9}{ |
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193 | mat \textbf{\_\-Pp}} |
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194 | \label{classbdm_1_1KalmanFull_f7fc60eca2893328d42f92246526d4b9} |
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195 | |
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196 | \item |
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197 | \hypertarget{classbdm_1_1KalmanFull_b85742b33f95077f360a03ca2de05261}{ |
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198 | mat \textbf{\_\-Ry}} |
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199 | \label{classbdm_1_1KalmanFull_b85742b33f95077f360a03ca2de05261} |
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200 | |
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201 | \item |
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202 | \hypertarget{classbdm_1_1KalmanFull_09472aa8c06e79944d7637b70bf4e401}{ |
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203 | mat \textbf{\_\-iRy}} |
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204 | \label{classbdm_1_1KalmanFull_09472aa8c06e79944d7637b70bf4e401} |
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205 | |
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206 | \item |
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207 | \hypertarget{classbdm_1_1KalmanFull_7455b5deee5f14d978c82c5cc9357e29}{ |
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208 | mat \textbf{\_\-K}} |
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209 | \label{classbdm_1_1KalmanFull_7455b5deee5f14d978c82c5cc9357e29} |
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210 | |
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211 | \item |
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212 | \hypertarget{classbdm_1_1BM_faff0ad12556fe7dc0e2807d4fd938ee}{ |
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213 | bool \hyperlink{classbdm_1_1BM_faff0ad12556fe7dc0e2807d4fd938ee}{evalll}} |
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214 | \label{classbdm_1_1BM_faff0ad12556fe7dc0e2807d4fd938ee} |
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215 | |
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216 | \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}\item |
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217 | \hypertarget{classbdm_1_1BM_4064b6559d962633e4372b12f4cd204a}{ |
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218 | double \hyperlink{classbdm_1_1BM_4064b6559d962633e4372b12f4cd204a}{ll}} |
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219 | \label{classbdm_1_1BM_4064b6559d962633e4372b12f4cd204a} |
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220 | |
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221 | \begin{CompactList}\small\item\em Logarithm of marginalized data likelihood. \item\end{CompactList}\item |
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222 | \hypertarget{classbdm_1_1BM_c400357e37d27a4834b2b1d9211009ed}{ |
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223 | \hyperlink{classbdm_1_1RV}{RV} \hyperlink{classbdm_1_1BM_c400357e37d27a4834b2b1d9211009ed}{drv}} |
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224 | \label{classbdm_1_1BM_c400357e37d27a4834b2b1d9211009ed} |
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225 | |
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226 | \begin{CompactList}\small\item\em Random variable of the data (optional). \item\end{CompactList}\item |
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227 | \hypertarget{classbdm_1_1BMcond_9a12750776d977408aada06a70093297}{ |
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228 | \hyperlink{classbdm_1_1RV}{RV} \hyperlink{classbdm_1_1BMcond_9a12750776d977408aada06a70093297}{rvc}} |
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229 | \label{classbdm_1_1BMcond_9a12750776d977408aada06a70093297} |
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230 | |
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231 | \begin{CompactList}\small\item\em Identificator of the conditioning variable. \item\end{CompactList}\end{CompactItemize} |
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232 | \subsection*{Friends} |
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233 | \begin{CompactItemize} |
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234 | \item |
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235 | \hypertarget{classbdm_1_1KalmanFull_86ba216243ed95bb46d80d88775d16af}{ |
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236 | std::ostream \& \hyperlink{classbdm_1_1KalmanFull_86ba216243ed95bb46d80d88775d16af}{operator$<$$<$} (std::ostream \&os, const \hyperlink{classbdm_1_1KalmanFull}{KalmanFull} \&kf)} |
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237 | \label{classbdm_1_1KalmanFull_86ba216243ed95bb46d80d88775d16af} |
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238 | |
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239 | \begin{CompactList}\small\item\em print elements of KF \item\end{CompactList}\end{CompactItemize} |
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240 | |
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241 | |
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242 | \subsection{Member Function Documentation} |
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243 | \hypertarget{classbdm_1_1BM_c0f027ff91d8459937c6f60ff8e553ff}{ |
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244 | \index{bdm::EKFful\_\-unQR@{bdm::EKFful\_\-unQR}!\_\-copy\_\-@{\_\-copy\_\-}} |
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245 | \index{\_\-copy\_\-@{\_\-copy\_\-}!bdm::EKFful_unQR@{bdm::EKFful\_\-unQR}} |
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246 | \subsubsection[\_\-copy\_\-]{\setlength{\rightskip}{0pt plus 5cm}virtual {\bf BM}$\ast$ bdm::BM::\_\-copy\_\- ()\hspace{0.3cm}{\tt \mbox{[}inline, virtual, inherited\mbox{]}}}} |
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247 | \label{classbdm_1_1BM_c0f027ff91d8459937c6f60ff8e553ff} |
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248 | |
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249 | |
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250 | Copy function required in vectors, Arrays of \hyperlink{classbdm_1_1BM}{BM} etc. Have to be DELETED manually! Prototype: |
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251 | |
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252 | \begin{Code}\begin{verbatim} BM* _copy_(){return new BM(*this);} |
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253 | \end{verbatim} |
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254 | \end{Code} |
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255 | |
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256 | |
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257 | |
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258 | Reimplemented in \hyperlink{classbdm_1_1ARX_60c40b5c6abc4c7e464b4ccae64a5a61}{bdm::ARX}.\hypertarget{classbdm_1_1BM_50257e0c1e5b5c73153ea6e716ad8ae0}{ |
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259 | \index{bdm::EKFful\_\-unQR@{bdm::EKFful\_\-unQR}!logpred@{logpred}} |
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260 | \index{logpred@{logpred}!bdm::EKFful_unQR@{bdm::EKFful\_\-unQR}} |
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261 | \subsubsection[logpred]{\setlength{\rightskip}{0pt plus 5cm}virtual double bdm::BM::logpred (const vec \& {\em dt}) const\hspace{0.3cm}{\tt \mbox{[}inline, virtual, inherited\mbox{]}}}} |
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262 | \label{classbdm_1_1BM_50257e0c1e5b5c73153ea6e716ad8ae0} |
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263 | |
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264 | |
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265 | 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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266 | |
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267 | Reimplemented in \hyperlink{classbdm_1_1ARX_080a7e531e3aa06694112863b15bc6a4}{bdm::ARX}, \hyperlink{classbdm_1_1MixEF_da724da464a75e07521941e430929efa}{bdm::MixEF}, and \hyperlink{classbdm_1_1multiBM_e157b607c1e3fa91d42aeea44458e2bf}{bdm::multiBM}. |
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268 | |
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269 | Referenced by bdm::BM::logpred\_\-m(). |
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270 | |
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271 | The documentation for this class was generated from the following file:\begin{CompactItemize} |
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272 | \item |
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273 | \hyperlink{ekf__templ_8h}{ekf\_\-templ.h}\end{CompactItemize} |
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