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3 | <title>mixpp: bdm::EKF< sq_T > Class Template Reference</title> |
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27 | <div class="navpath"><a class="el" href="namespacebdm.html">bdm</a>::<a class="el" href="classbdm_1_1EKF.html">EKF</a> |
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30 | <div class="contents"> |
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31 | <h1>bdm::EKF< sq_T > Class Template Reference</h1><!-- doxytag: class="bdm::EKF" --><!-- doxytag: inherits="Kalman< fsqmat >" -->Extended <a class="el" href="classbdm_1_1Kalman.html" title="Kalman filter with covariance matrices in square root form.">Kalman</a> Filter. |
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32 | <a href="#_details">More...</a> |
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33 | <p> |
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34 | <code>#include <<a class="el" href="libKF_8h-source.html">libKF.h</a>></code> |
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35 | <p> |
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36 | <div class="dynheader"> |
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37 | Inheritance diagram for bdm::EKF< sq_T >:</div> |
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38 | <div class="dynsection"> |
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39 | <p><center><img src="classbdm_1_1EKF__inherit__graph.png" border="0" usemap="#bdm_1_1EKF_3_01sq__T_01_4__inherit__map" alt="Inheritance graph"></center> |
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40 | <map name="bdm_1_1EKF_3_01sq__T_01_4__inherit__map"> |
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41 | <area shape="rect" href="classbdm_1_1Kalman.html" title="bdm::Kalman\< fsqmat \>" alt="" coords="5,263,187,289"><area shape="rect" href="classbdm_1_1BM.html" title="Bayesian Model of a system, i.e. all uncertainty is modeled by probabilities." alt="" coords="33,87,111,113"><area shape="rect" href="classbdm_1_1Kalman.html" title="Kalman filter with covariance matrices in square root form." alt="" coords="93,167,259,193"><area shape="rect" href="classbdm_1_1bdmroot.html" title="Root class of BDM objects." alt="" coords="16,7,128,33"></map> |
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42 | <center><font size="2">[<a href="graph_legend.html">legend</a>]</font></center></div> |
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43 | <div class="dynheader"> |
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44 | Collaboration diagram for bdm::EKF< sq_T >:</div> |
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45 | <div class="dynsection"> |
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46 | <p><center><img src="classbdm_1_1EKF__coll__graph.png" border="0" usemap="#bdm_1_1EKF_3_01sq__T_01_4__coll__map" alt="Collaboration graph"></center> |
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47 | <map name="bdm_1_1EKF_3_01sq__T_01_4__coll__map"> |
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48 | <area shape="rect" href="classbdm_1_1Kalman.html" title="bdm::Kalman\< fsqmat \>" alt="" coords="297,727,479,753"><area shape="rect" href="classbdm_1_1BM.html" title="Bayesian Model of a system, i.e. all uncertainty is modeled by probabilities." alt="" coords="441,201,519,228"><area shape="rect" href="classbdm_1_1Kalman.html" title="Kalman filter with covariance matrices in square root form." alt="" coords="365,351,531,377"><area shape="rect" href="classbdm_1_1bdmroot.html" title="Root class of BDM objects." alt="" coords="431,7,543,33"><area shape="rect" href="classbdm_1_1RV.html" title="Class representing variables, most often random variables." alt="" coords="373,87,448,113"><area shape="rect" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density." alt="" coords="131,201,216,228"><area shape="rect" href="classbdm_1_1fnc.html" title="Class representing function  of variable  represented by rv." alt="" coords="561,87,639,113"><area shape="rect" href="classbdm_1_1diffbifn.html" title="Class representing a differentiable function of two variables ." alt="" coords="551,201,649,228"><area shape="rect" href="classfsqmat.html" title="Fake sqmat. This class maps sqmat operations to operations on full matrix." alt="" coords="5,463,72,489"><area shape="rect" href="classbdm_1_1enorm.html" title="bdm::enorm\< fsqmat \>" alt="" coords="108,595,284,621"><area shape="rect" href="classsqmat.html" title="Virtual class for representation of double symmetric matrices in square-root form..." alt="" coords="8,351,69,377"><area shape="rect" href="classbdm_1_1eEF.html" title="General conjugate exponential family posterior density." alt="" coords="115,351,195,377"><area shape="rect" href="classbdm_1_1enorm.html" title="Gaussian density with positive definite (decomposed) covariance matrix." alt="" coords="148,463,308,489"></map> |
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49 | <center><font size="2">[<a href="graph_legend.html">legend</a>]</font></center></div> |
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50 | |
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51 | <p> |
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52 | <a href="classbdm_1_1EKF-members.html">List of all members.</a><table border="0" cellpadding="0" cellspacing="0"> |
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53 | <tr><td></td></tr> |
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54 | <tr><td colspan="2"><br><h2>Public Member Functions</h2></td></tr> |
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55 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="d087a8bb408d26ac4f5c542746b81059"></a><!-- doxytag: member="bdm::EKF::EKF" ref="d087a8bb408d26ac4f5c542746b81059" args="(RV rvx, RV rvy, RV rvu)" --> |
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56 | </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1EKF.html#d087a8bb408d26ac4f5c542746b81059">EKF</a> (<a class="el" href="classbdm_1_1RV.html">RV</a> rvx, <a class="el" href="classbdm_1_1RV.html">RV</a> <a class="el" href="classbdm_1_1Kalman.html#3fe475a1e920b20b63bb342c0e1571f7">rvy</a>, <a class="el" href="classbdm_1_1RV.html">RV</a> <a class="el" href="classbdm_1_1Kalman.html#149e27424fd1a7cc1c998ea088618a94">rvu</a>)</td></tr> |
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57 | |
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58 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Default constructor. <br></td></tr> |
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59 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="00fec1a0a6a467eb83fb36c65eba7bcb"></a><!-- doxytag: member="bdm::EKF::set_parameters" ref="00fec1a0a6a467eb83fb36c65eba7bcb" args="(diffbifn *pfxu, diffbifn *phxu, const sq_T Q0, const sq_T R0)" --> |
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60 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1EKF.html#00fec1a0a6a467eb83fb36c65eba7bcb">set_parameters</a> (<a class="el" href="classbdm_1_1diffbifn.html">diffbifn</a> *pfxu, <a class="el" href="classbdm_1_1diffbifn.html">diffbifn</a> *phxu, const sq_T Q0, const sq_T R0)</td></tr> |
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61 | |
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62 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Set nonlinear functions for mean values and covariance matrices. <br></td></tr> |
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63 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="3fb182ecc29b10ca1163cecbf3bcccfa"></a><!-- doxytag: member="bdm::EKF::bayes" ref="3fb182ecc29b10ca1163cecbf3bcccfa" args="(const vec &dt)" --> |
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64 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1EKF.html#3fb182ecc29b10ca1163cecbf3bcccfa">bayes</a> (const vec &dt)</td></tr> |
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65 | |
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66 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Here dt = [yt;ut] of appropriate dimensions. <br></td></tr> |
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67 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="94eb8cc31731210089db0ba4e1a08a6c"></a><!-- doxytag: member="bdm::EKF::set_parameters" ref="94eb8cc31731210089db0ba4e1a08a6c" args="(const mat &A0, const mat &B0, const mat &C0, const mat &D0, const fsqmat &R0, const fsqmat &Q0)" --> |
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68 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#94eb8cc31731210089db0ba4e1a08a6c">set_parameters</a> (const mat &A0, const mat &B0, const mat &C0, const mat &D0, const <a class="el" href="classfsqmat.html">fsqmat</a> &R0, const <a class="el" href="classfsqmat.html">fsqmat</a> &Q0)</td></tr> |
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69 | |
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70 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Set parameters with check of relevance. <br></td></tr> |
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71 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="9264fc6b173ecb803d2684b883f32c68"></a><!-- doxytag: member="bdm::EKF::set_est" ref="9264fc6b173ecb803d2684b883f32c68" args="(const vec &mu0, const fsqmat &P0)" --> |
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72 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#9264fc6b173ecb803d2684b883f32c68">set_est</a> (const vec &mu0, const <a class="el" href="classfsqmat.html">fsqmat</a> &P0)</td></tr> |
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73 | |
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74 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Set estimate values, used e.g. in initialization. <br></td></tr> |
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75 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="93b5936ba397f13c05f52885c545f42d"></a><!-- doxytag: member="bdm::EKF::_epdf" ref="93b5936ba397f13c05f52885c545f42d" args="() const " --> |
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76 | const <a class="el" href="classbdm_1_1epdf.html">epdf</a> & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#93b5936ba397f13c05f52885c545f42d">_epdf</a> () const </td></tr> |
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77 | |
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78 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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79 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="c34989b1e53c7d4ecdaea63a95ddbd77"></a><!-- doxytag: member="bdm::EKF::_e" ref="c34989b1e53c7d4ecdaea63a95ddbd77" args="() const " --> |
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80 | const <a class="el" href="classbdm_1_1enorm.html">enorm</a>< <a class="el" href="classfsqmat.html">fsqmat</a> > * </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#c34989b1e53c7d4ecdaea63a95ddbd77">_e</a> () const </td></tr> |
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81 | |
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82 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Returns a pointer to the epdf representing posterior density on parameters. Use with care! <br></td></tr> |
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83 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="c788ec6e6c6f5f5861ae8a56d8ede277"></a><!-- doxytag: member="bdm::EKF::__K" ref="c788ec6e6c6f5f5861ae8a56d8ede277" args="()" --> |
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84 | mat & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#c788ec6e6c6f5f5861ae8a56d8ede277">__K</a> ()</td></tr> |
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85 | |
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86 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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87 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="a250d1dbe7bba861dba2a324520cfa48"></a><!-- doxytag: member="bdm::EKF::_dP" ref="a250d1dbe7bba861dba2a324520cfa48" args="()" --> |
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88 | vec </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#a250d1dbe7bba861dba2a324520cfa48">_dP</a> ()</td></tr> |
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89 | |
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90 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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91 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="1dee3fddaf021e62d925289660a707dc"></a><!-- doxytag: member="bdm::EKF::bayesB" ref="1dee3fddaf021e62d925289660a707dc" args="(const mat &Dt)" --> |
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92 | virtual void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#1dee3fddaf021e62d925289660a707dc">bayesB</a> (const mat &Dt)</td></tr> |
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93 | |
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94 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Batch Bayes rule (columns of Dt are observations). <br></td></tr> |
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95 | <tr><td class="memItemLeft" nowrap align="right" valign="top">virtual double </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#50257e0c1e5b5c73153ea6e716ad8ae0">logpred</a> (const vec &dt) const </td></tr> |
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96 | |
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97 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="0e8ebe61fb14990abe1254bd3dda5fae"></a><!-- doxytag: member="bdm::EKF::logpred_m" ref="0e8ebe61fb14990abe1254bd3dda5fae" args="(const mat &dt) const " --> |
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98 | vec </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#0e8ebe61fb14990abe1254bd3dda5fae">logpred_m</a> (const mat &dt) const </td></tr> |
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99 | |
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100 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Matrix version of logpred. <br></td></tr> |
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101 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="710e7d69c0d8791fb41a7cd4683cca2c"></a><!-- doxytag: member="bdm::EKF::predictor" ref="710e7d69c0d8791fb41a7cd4683cca2c" args="(const RV &rv) const " --> |
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102 | virtual <a class="el" href="classbdm_1_1epdf.html">epdf</a> * </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#710e7d69c0d8791fb41a7cd4683cca2c">predictor</a> (const <a class="el" href="classbdm_1_1RV.html">RV</a> &<a class="el" href="classbdm_1_1BM.html#18d6db4af8ee42077741d9e3618153ca">rv</a>) const </td></tr> |
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103 | |
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104 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Constructs a predictive density (marginal density on data). <br></td></tr> |
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105 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="40a3c891996391e3135518053a917793"></a><!-- doxytag: member="bdm::EKF::_rv" ref="40a3c891996391e3135518053a917793" args="() const " --> |
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106 | const <a class="el" href="classbdm_1_1RV.html">RV</a> & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#40a3c891996391e3135518053a917793">_rv</a> () const </td></tr> |
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107 | |
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108 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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109 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="ff2d8755ba0b3def927d31305c03b09c"></a><!-- doxytag: member="bdm::EKF::_drv" ref="ff2d8755ba0b3def927d31305c03b09c" args="() const " --> |
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110 | const <a class="el" href="classbdm_1_1RV.html">RV</a> & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#ff2d8755ba0b3def927d31305c03b09c">_drv</a> () const </td></tr> |
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111 | |
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112 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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113 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="f135ae6dce7e9f30c9f88229c7930b96"></a><!-- doxytag: member="bdm::EKF::set_drv" ref="f135ae6dce7e9f30c9f88229c7930b96" args="(const RV &rv)" --> |
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114 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#f135ae6dce7e9f30c9f88229c7930b96">set_drv</a> (const <a class="el" href="classbdm_1_1RV.html">RV</a> &<a class="el" href="classbdm_1_1BM.html#18d6db4af8ee42077741d9e3618153ca">rv</a>)</td></tr> |
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115 | |
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116 | <tr><td class="mdescLeft"> </td><td class="mdescRight">set drv <br></td></tr> |
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117 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="5be65d37dedfe33a3671e7065f523a70"></a><!-- doxytag: member="bdm::EKF::_ll" ref="5be65d37dedfe33a3671e7065f523a70" args="() const " --> |
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118 | double </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#5be65d37dedfe33a3671e7065f523a70">_ll</a> () const </td></tr> |
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119 | |
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120 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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121 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="236b3abbcc93594fc97cd86d82c1a83f"></a><!-- doxytag: member="bdm::EKF::set_evalll" ref="236b3abbcc93594fc97cd86d82c1a83f" args="(bool evl0)" --> |
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122 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#236b3abbcc93594fc97cd86d82c1a83f">set_evalll</a> (bool evl0)</td></tr> |
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123 | |
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124 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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125 | <tr><td class="memItemLeft" nowrap align="right" valign="top">virtual <a class="el" href="classbdm_1_1BM.html">BM</a> * </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#3efb3098172f1f67564a312fe732473e">_copy_</a> (bool changerv=false)</td></tr> |
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126 | |
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127 | <tr><td colspan="2"><br><h2>Protected Attributes</h2></td></tr> |
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128 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="3fe475a1e920b20b63bb342c0e1571f7"></a><!-- doxytag: member="bdm::EKF::rvy" ref="3fe475a1e920b20b63bb342c0e1571f7" args="" --> |
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129 | <a class="el" href="classbdm_1_1RV.html">RV</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#3fe475a1e920b20b63bb342c0e1571f7">rvy</a></td></tr> |
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130 | |
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131 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Indetifier of output rv. <br></td></tr> |
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132 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="149e27424fd1a7cc1c998ea088618a94"></a><!-- doxytag: member="bdm::EKF::rvu" ref="149e27424fd1a7cc1c998ea088618a94" args="" --> |
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133 | <a class="el" href="classbdm_1_1RV.html">RV</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#149e27424fd1a7cc1c998ea088618a94">rvu</a></td></tr> |
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134 | |
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135 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Indetifier of exogeneous rv. <br></td></tr> |
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136 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="ba7699cdb3b1382a54d3e28b9b7517fa"></a><!-- doxytag: member="bdm::EKF::dimx" ref="ba7699cdb3b1382a54d3e28b9b7517fa" args="" --> |
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137 | int </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#ba7699cdb3b1382a54d3e28b9b7517fa">dimx</a></td></tr> |
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138 | |
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139 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cache of rv.count() <br></td></tr> |
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140 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="d2c36ba01760bf207b985bf321b7817f"></a><!-- doxytag: member="bdm::EKF::dimy" ref="d2c36ba01760bf207b985bf321b7817f" args="" --> |
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141 | int </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#d2c36ba01760bf207b985bf321b7817f">dimy</a></td></tr> |
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142 | |
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143 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cache of rvy.count() <br></td></tr> |
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144 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="c5136ef617f6ac0e426bea222755d92b"></a><!-- doxytag: member="bdm::EKF::dimu" ref="c5136ef617f6ac0e426bea222755d92b" args="" --> |
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145 | int </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#c5136ef617f6ac0e426bea222755d92b">dimu</a></td></tr> |
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146 | |
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147 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cache of rvu.count() <br></td></tr> |
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148 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="0a2072e2090c10fac74ad30a023a4ace"></a><!-- doxytag: member="bdm::EKF::A" ref="0a2072e2090c10fac74ad30a023a4ace" args="" --> |
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149 | mat </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#0a2072e2090c10fac74ad30a023a4ace">A</a></td></tr> |
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150 | |
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151 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Matrix A. <br></td></tr> |
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152 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="5977b2c81857948a35105f0e7840203c"></a><!-- doxytag: member="bdm::EKF::B" ref="5977b2c81857948a35105f0e7840203c" args="" --> |
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153 | mat </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#5977b2c81857948a35105f0e7840203c">B</a></td></tr> |
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154 | |
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155 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Matrix B. <br></td></tr> |
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156 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="818eba63a23972786a4579ad30294177"></a><!-- doxytag: member="bdm::EKF::C" ref="818eba63a23972786a4579ad30294177" args="" --> |
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157 | mat </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#818eba63a23972786a4579ad30294177">C</a></td></tr> |
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158 | |
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159 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Matrix C. <br></td></tr> |
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160 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="7b56ac423d0654b5755e4f852a870456"></a><!-- doxytag: member="bdm::EKF::D" ref="7b56ac423d0654b5755e4f852a870456" args="" --> |
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161 | mat </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#7b56ac423d0654b5755e4f852a870456">D</a></td></tr> |
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162 | |
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163 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Matrix D. <br></td></tr> |
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164 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="70f8bf19e81b532c60fd3a7a152425ee"></a><!-- doxytag: member="bdm::EKF::Q" ref="70f8bf19e81b532c60fd3a7a152425ee" args="" --> |
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165 | <a class="el" href="classfsqmat.html">fsqmat</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#70f8bf19e81b532c60fd3a7a152425ee">Q</a></td></tr> |
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166 | |
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167 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Matrix Q in square-root form. <br></td></tr> |
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168 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="475b088287cdfbba4dc60a3d027728b7"></a><!-- doxytag: member="bdm::EKF::R" ref="475b088287cdfbba4dc60a3d027728b7" args="" --> |
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169 | <a class="el" href="classfsqmat.html">fsqmat</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#475b088287cdfbba4dc60a3d027728b7">R</a></td></tr> |
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170 | |
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171 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Matrix R in square-root form. <br></td></tr> |
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172 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="383f329ff18bbe219254c8b3b916f40d"></a><!-- doxytag: member="bdm::EKF::est" ref="383f329ff18bbe219254c8b3b916f40d" args="" --> |
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173 | <a class="el" href="classbdm_1_1enorm.html">enorm</a>< <a class="el" href="classfsqmat.html">fsqmat</a> > </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#383f329ff18bbe219254c8b3b916f40d">est</a></td></tr> |
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174 | |
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175 | <tr><td class="mdescLeft"> </td><td class="mdescRight">posterior density on $x_t$ <br></td></tr> |
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176 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="ba555c394c429f6831c9bbabfa2c944c"></a><!-- doxytag: member="bdm::EKF::fy" ref="ba555c394c429f6831c9bbabfa2c944c" args="" --> |
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177 | <a class="el" href="classbdm_1_1enorm.html">enorm</a>< <a class="el" href="classfsqmat.html">fsqmat</a> > </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#ba555c394c429f6831c9bbabfa2c944c">fy</a></td></tr> |
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178 | |
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179 | <tr><td class="mdescLeft"> </td><td class="mdescRight">preditive density on $y_t$ <br></td></tr> |
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180 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="bd69dfb802465f22dd84d73a180d5c92"></a><!-- doxytag: member="bdm::EKF::_K" ref="bd69dfb802465f22dd84d73a180d5c92" args="" --> |
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181 | mat </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#bd69dfb802465f22dd84d73a180d5c92">_K</a></td></tr> |
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182 | |
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183 | <tr><td class="mdescLeft"> </td><td class="mdescRight">placeholder for Kalman gain <br></td></tr> |
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184 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="c249d45258c8578b13858ad3e7b729b1"></a><!-- doxytag: member="bdm::EKF::_yp" ref="c249d45258c8578b13858ad3e7b729b1" args="" --> |
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185 | vec & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#c249d45258c8578b13858ad3e7b729b1">_yp</a></td></tr> |
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186 | |
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187 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cache of fy.mu <br></td></tr> |
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188 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="2dd268f2d7fbe6382cb8825a1114192a"></a><!-- doxytag: member="bdm::EKF::_Ry" ref="2dd268f2d7fbe6382cb8825a1114192a" args="" --> |
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189 | <a class="el" href="classfsqmat.html">fsqmat</a> & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#2dd268f2d7fbe6382cb8825a1114192a">_Ry</a></td></tr> |
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190 | |
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191 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cache of fy.R <br></td></tr> |
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192 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="fa172078091e45561343fa513dd573b0"></a><!-- doxytag: member="bdm::EKF::_mu" ref="fa172078091e45561343fa513dd573b0" args="" --> |
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193 | vec & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#fa172078091e45561343fa513dd573b0">_mu</a></td></tr> |
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194 | |
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195 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cache of est.mu <br></td></tr> |
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196 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="00c27b0bf324f0018497921ca23c71ed"></a><!-- doxytag: member="bdm::EKF::_P" ref="00c27b0bf324f0018497921ca23c71ed" args="" --> |
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197 | <a class="el" href="classfsqmat.html">fsqmat</a> & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1Kalman.html#00c27b0bf324f0018497921ca23c71ed">_P</a></td></tr> |
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198 | |
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199 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cache of est.R <br></td></tr> |
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200 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="18d6db4af8ee42077741d9e3618153ca"></a><!-- doxytag: member="bdm::EKF::rv" ref="18d6db4af8ee42077741d9e3618153ca" args="" --> |
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201 | <a class="el" href="classbdm_1_1RV.html">RV</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#18d6db4af8ee42077741d9e3618153ca">rv</a></td></tr> |
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202 | |
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203 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Random variable of the posterior. <br></td></tr> |
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204 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="c400357e37d27a4834b2b1d9211009ed"></a><!-- doxytag: member="bdm::EKF::drv" ref="c400357e37d27a4834b2b1d9211009ed" args="" --> |
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205 | <a class="el" href="classbdm_1_1RV.html">RV</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#c400357e37d27a4834b2b1d9211009ed">drv</a></td></tr> |
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206 | |
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207 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Random variable of the data (optional). <br></td></tr> |
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208 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="4064b6559d962633e4372b12f4cd204a"></a><!-- doxytag: member="bdm::EKF::ll" ref="4064b6559d962633e4372b12f4cd204a" args="" --> |
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209 | double </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#4064b6559d962633e4372b12f4cd204a">ll</a></td></tr> |
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210 | |
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211 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Logarithm of marginalized data likelihood. <br></td></tr> |
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212 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="faff0ad12556fe7dc0e2807d4fd938ee"></a><!-- doxytag: member="bdm::EKF::evalll" ref="faff0ad12556fe7dc0e2807d4fd938ee" args="" --> |
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213 | bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#faff0ad12556fe7dc0e2807d4fd938ee">evalll</a></td></tr> |
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214 | |
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215 | <tr><td class="mdescLeft"> </td><td class="mdescRight">If true, the filter will compute likelihood of the data record and store it in <code>ll</code> . Set to false if you want to save computational time. <br></td></tr> |
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216 | </table> |
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217 | <hr><a name="_details"></a><h2>Detailed Description</h2> |
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218 | <h3>template<class sq_T><br> |
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219 | class bdm::EKF< sq_T ></h3> |
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220 | |
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221 | Extended <a class="el" href="classbdm_1_1Kalman.html" title="Kalman filter with covariance matrices in square root form.">Kalman</a> Filter. |
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222 | <p> |
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223 | An approximation of the exact Bayesian filter with Gaussian noices and non-linear evolutions of their mean. <hr><h2>Member Function Documentation</h2> |
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224 | <a class="anchor" name="50257e0c1e5b5c73153ea6e716ad8ae0"></a><!-- doxytag: member="bdm::EKF::logpred" ref="50257e0c1e5b5c73153ea6e716ad8ae0" args="(const vec &dt) const " --> |
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225 | <div class="memitem"> |
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226 | <div class="memproto"> |
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227 | <table class="memname"> |
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228 | <tr> |
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229 | <td class="memname">virtual double bdm::BM::logpred </td> |
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230 | <td>(</td> |
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231 | <td class="paramtype">const vec & </td> |
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232 | <td class="paramname"> <em>dt</em> </td> |
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233 | <td> ) </td> |
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234 | <td> const<code> [inline, virtual, inherited]</code></td> |
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235 | </tr> |
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236 | </table> |
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237 | </div> |
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238 | <div class="memdoc"> |
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239 | |
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240 | <p> |
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241 | 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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242 | <p>Reimplemented in <a class="el" href="classbdm_1_1ARX.html#080a7e531e3aa06694112863b15bc6a4">bdm::ARX</a>, <a class="el" href="classbdm_1_1MixEF.html#da724da464a75e07521941e430929efa">bdm::MixEF</a>, and <a class="el" href="classbdm_1_1multiBM.html#e157b607c1e3fa91d42aeea44458e2bf">bdm::multiBM</a>.</p> |
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243 | |
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244 | <p>Referenced by <a class="el" href="libBM_8h-source.html#l00535">bdm::BM::logpred_m()</a>.</p> |
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245 | |
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246 | </div> |
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247 | </div><p> |
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248 | <a class="anchor" name="3efb3098172f1f67564a312fe732473e"></a><!-- doxytag: member="bdm::EKF::_copy_" ref="3efb3098172f1f67564a312fe732473e" args="(bool changerv=false)" --> |
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249 | <div class="memitem"> |
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250 | <div class="memproto"> |
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251 | <table class="memname"> |
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252 | <tr> |
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253 | <td class="memname">virtual <a class="el" href="classbdm_1_1BM.html">BM</a>* bdm::BM::_copy_ </td> |
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254 | <td>(</td> |
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255 | <td class="paramtype">bool </td> |
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256 | <td class="paramname"> <em>changerv</em> = <code>false</code> </td> |
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257 | <td> ) </td> |
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258 | <td><code> [inline, virtual, inherited]</code></td> |
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259 | </tr> |
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260 | </table> |
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261 | </div> |
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262 | <div class="memdoc"> |
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263 | |
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264 | <p> |
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265 | Copy function required in vectors, Arrays of <a class="el" href="classbdm_1_1BM.html" title="Bayesian Model of a system, i.e. all uncertainty is modeled by probabilities.">BM</a> etc. Have to be DELETED manually! Prototype: BM* <a class="el" href="classbdm_1_1BM.html#3efb3098172f1f67564a312fe732473e">_copy_()</a>{<a class="el" href="classbdm_1_1BM.html" title="Bayesian Model of a system, i.e. all uncertainty is modeled by probabilities.">BM</a> Tmp*=new Tmp(this*); return Tmp; } |
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266 | <p>Reimplemented in <a class="el" href="classbdm_1_1ARX.html#20ff2de8d862f28de7da83444d65bcdb">bdm::ARX</a>, and <a class="el" href="classbdm_1_1BMEF.html#5912dbcf28ae711e30b08c2fa766a3e6">bdm::BMEF</a>.</p> |
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267 | |
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268 | </div> |
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269 | </div><p> |
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270 | <hr>The documentation for this class was generated from the following file:<ul> |
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271 | <li><a class="el" href="libKF_8h-source.html">libKF.h</a></ul> |
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272 | </div> |
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273 | <hr size="1"><address style="text-align: right;"><small>Generated on Wed Feb 11 10:20:39 2009 for mixpp by |
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274 | <a href="http://www.doxygen.org/index.html"> |
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275 | <img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.6 </small></address> |
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276 | </body> |
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277 | </html> |
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