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27 | <div class="navpath"><a class="el" href="namespacebdm.html">bdm</a>::<a class="el" href="classbdm_1_1ARX.html">ARX</a> |
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30 | <div class="contents"> |
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31 | <h1>bdm::ARX Class Reference</h1><!-- doxytag: class="bdm::ARX" --><!-- doxytag: inherits="bdm::BMEF" --><code>#include <<a class="el" href="arx_8h-source.html">arx.h</a>></code> |
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32 | <p> |
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33 | <div class="dynheader"> |
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34 | Inheritance diagram for bdm::ARX:</div> |
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35 | <div class="dynsection"> |
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36 | <p><center><img src="classbdm_1_1ARX__inherit__graph.png" border="0" usemap="#bdm_1_1ARX__inherit__map" alt="Inheritance graph"></center> |
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37 | <map name="bdm_1_1ARX__inherit__map"> |
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38 | <area shape="rect" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family." alt="" coords="15,161,108,188"><area shape="rect" href="classbdm_1_1BM.html" title="Bayesian Model of a system, i.e. all uncertainty is modeled by probabilities." alt="" coords="23,84,100,111"><area shape="rect" href="classbdm_1_1bdmroot.html" title="Root class of BDM objects." alt="" coords="5,7,117,33"></map> |
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39 | <center><font size="2">[<a href="graph_legend.html">legend</a>]</font></center></div> |
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40 | |
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41 | <p> |
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42 | <a href="classbdm_1_1ARX-members.html">List of all members.</a><hr><a name="_details"></a><h2>Detailed Description</h2> |
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43 | Linear Autoregressive model with Gaussian noise. |
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44 | <p> |
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45 | Regression of the following kind: <p class="formulaDsp"> |
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46 | <img class="formulaDsp" alt="\[ y_t = \theta_1 \psi_1 + \theta_2 + \psi_2 +\ldots + \theta_n \psi_n + r e_t \]" src="form_61.png"> |
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47 | <p> |
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48 | where unknown parameters <code>rv</code> are <img class="formulaInl" alt="$[\theta r]$" src="form_51.png">, regression vector <img class="formulaInl" alt="$\psi=\psi(y_{1:t},u_{1:t})$" src="form_52.png"> is a known function of past outputs and exogeneous variables <img class="formulaInl" alt="$u_t$" src="form_53.png">. Distrubances <img class="formulaInl" alt="$e_t$" src="form_54.png"> are supposed to be normally distributed: <p class="formulaDsp"> |
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49 | <img class="formulaDsp" alt="\[ e_t \sim \mathcal{N}(0,1). \]" src="form_62.png"> |
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50 | <p> |
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51 | <p> |
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52 | Extension for time-variant parameters <img class="formulaInl" alt="$\theta_t,r_t$" src="form_55.png"> may be achived using exponential forgetting (Kulhavy and Zarrop, 1993). In such a case, the forgetting factor <code>frg</code> <img class="formulaInl" alt="$\in <0,1>$" src="form_56.png"> should be given in the constructor. Time-invariant parameters are estimated for <code>frg</code> = 1. <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="43ed6114f04a3a8756fe2b42eaa35f98"></a><!-- doxytag: member="bdm::ARX::ARX" ref="43ed6114f04a3a8756fe2b42eaa35f98" args="(const double frg0=1.0)" --> |
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56 | </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#43ed6114f04a3a8756fe2b42eaa35f98">ARX</a> (const double frg0=1.0)</td></tr> |
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57 | |
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58 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Full constructor. <br></td></tr> |
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59 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="73a55a3d66bfbeeee4df6c2ae40920ed"></a><!-- doxytag: member="bdm::ARX::ARX" ref="73a55a3d66bfbeeee4df6c2ae40920ed" args="(const ARX &A0)" --> |
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60 | </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#73a55a3d66bfbeeee4df6c2ae40920ed">ARX</a> (const <a class="el" href="classbdm_1_1ARX.html">ARX</a> &A0)</td></tr> |
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61 | |
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62 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Copy constructor. <br></td></tr> |
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63 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="60c40b5c6abc4c7e464b4ccae64a5a61"></a><!-- doxytag: member="bdm::ARX::_copy_" ref="60c40b5c6abc4c7e464b4ccae64a5a61" args="()" --> |
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64 | <a class="el" href="classbdm_1_1ARX.html">ARX</a> * </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#60c40b5c6abc4c7e464b4ccae64a5a61">_copy_</a> ()</td></tr> |
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65 | |
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66 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Auxiliary function. <br></td></tr> |
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67 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="cab0a1de5355b1027d24fd3d4862c9b0"></a><!-- doxytag: member="bdm::ARX::set_parameters" ref="cab0a1de5355b1027d24fd3d4862c9b0" args="(const ldmat &V0, const double &nu0)" --> |
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68 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#cab0a1de5355b1027d24fd3d4862c9b0">set_parameters</a> (const <a class="el" href="classldmat.html">ldmat</a> &V0, const double &nu0)</td></tr> |
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69 | |
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70 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Set sufficient statistics. <br></td></tr> |
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71 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="539f9d0127423c94b912708d390e67b8"></a><!-- doxytag: member="bdm::ARX::set_statistics" ref="539f9d0127423c94b912708d390e67b8" args="(const BMEF *BM0)" --> |
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72 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#539f9d0127423c94b912708d390e67b8">set_statistics</a> (const <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *BM0)</td></tr> |
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73 | |
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74 | <tr><td class="mdescLeft"> </td><td class="mdescRight">get statistics from another model <br></td></tr> |
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75 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="1974409e022ea1efb3404b5c2fde66ad"></a><!-- doxytag: member="bdm::ARX::get_parameters" ref="1974409e022ea1efb3404b5c2fde66ad" args="(mat &V0, double &nu0)" --> |
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76 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#1974409e022ea1efb3404b5c2fde66ad">get_parameters</a> (mat &V0, double &nu0)</td></tr> |
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77 | |
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78 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Returns sufficient statistics. <br></td></tr> |
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79 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="17e7fe14654ab3c449846c3f43e66169"></a><!-- doxytag: member="bdm::ARX::bayes" ref="17e7fe14654ab3c449846c3f43e66169" args="(const vec &dt, const double w)" --> |
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80 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#17e7fe14654ab3c449846c3f43e66169">bayes</a> (const vec &dt, const double w)</td></tr> |
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81 | |
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82 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Here <img class="formulaInl" alt="$dt = [y_t psi_t] $" src="form_58.png">. <br></td></tr> |
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83 | <tr><td class="memItemLeft" nowrap align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#8bdf2974052e8ce74eb0d4f3791c58a3">bayes</a> (const vec &dt)</td></tr> |
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84 | |
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85 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Incremental Bayes rule. <a href="#8bdf2974052e8ce74eb0d4f3791c58a3"></a><br></td></tr> |
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86 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="16797df43f85f1ddbe9d64fd6d82c25d"></a><!-- doxytag: member="bdm::ARX::_epdf" ref="16797df43f85f1ddbe9d64fd6d82c25d" args="() const " --> |
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87 | const <a class="el" href="classbdm_1_1epdf.html">epdf</a> & </td><td class="memItemRight" valign="bottom"><b>_epdf</b> () const </td></tr> |
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88 | |
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89 | <tr><td class="memItemLeft" nowrap align="right" valign="top">double </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#080a7e531e3aa06694112863b15bc6a4">logpred</a> (const vec &dt) const </td></tr> |
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90 | |
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91 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="e86ab499b116b837d3163ec852961eca"></a><!-- doxytag: member="bdm::ARX::flatten" ref="e86ab499b116b837d3163ec852961eca" args="(const BMEF *B)" --> |
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92 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#e86ab499b116b837d3163ec852961eca">flatten</a> (const <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *B)</td></tr> |
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93 | |
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94 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Flatten the posterior according to the given <a class="el" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family.">BMEF</a> (of the same type!). <br></td></tr> |
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95 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="749827323c034f11bec61b6e2fc3d42a"></a><!-- doxytag: member="bdm::ARX::epredictor" ref="749827323c034f11bec61b6e2fc3d42a" args="(const vec &rgr) const " --> |
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96 | <a class="el" href="classbdm_1_1enorm.html">enorm</a>< <a class="el" href="classldmat.html">ldmat</a> > * </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#749827323c034f11bec61b6e2fc3d42a">epredictor</a> (const vec &rgr) const </td></tr> |
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97 | |
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98 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Conditioned version of the predictor. <br></td></tr> |
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99 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="4cdf5e2a7d3480ec31f6247ed4289b15"></a><!-- doxytag: member="bdm::ARX::epredictor" ref="4cdf5e2a7d3480ec31f6247ed4289b15" args="() const " --> |
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100 | <a class="el" href="classbdm_1_1enorm.html">enorm</a>< <a class="el" href="classldmat.html">ldmat</a> > * </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#4cdf5e2a7d3480ec31f6247ed4289b15">epredictor</a> () const </td></tr> |
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101 | |
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102 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Constructs a predictive density <img class="formulaInl" alt="$ f(d_{t+1} |d_{t}, \ldots d_{0}) $" src="form_112.png">. <br></td></tr> |
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103 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="el" href="classbdm_1_1mlnorm.html">mlnorm</a>< <a class="el" href="classldmat.html">ldmat</a> > * </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#74fe8ae2d88bee8639510fd0eaf73513">predictor</a> () const </td></tr> |
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104 | |
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105 | <tr><td class="mdescLeft"> </td><td class="mdescRight">conditional version of the predictor <a href="#74fe8ae2d88bee8639510fd0eaf73513"></a><br></td></tr> |
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106 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="c6a2428a46407fe45b4c7a99069c0801"></a><!-- doxytag: member="bdm::ARX::predictor_student" ref="c6a2428a46407fe45b4c7a99069c0801" args="() const " --> |
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107 | <a class="el" href="classbdm_1_1mlstudent.html">mlstudent</a> * </td><td class="memItemRight" valign="bottom"><b>predictor_student</b> () const </td></tr> |
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108 | |
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109 | <tr><td class="memItemLeft" nowrap align="right" valign="top">ivec </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#16b02ae03316751664c22d59d90c1e34">structure_est</a> (<a class="el" href="classbdm_1_1egiw.html">egiw</a> Eg0)</td></tr> |
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110 | |
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111 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Brute force structure estimation. <a href="#16b02ae03316751664c22d59d90c1e34"></a><br></td></tr> |
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112 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="ab2c55205a324e9d698fbd8ac229ad4f"></a><!-- doxytag: member="bdm::ARX::_e" ref="ab2c55205a324e9d698fbd8ac229ad4f" args="() const " --> |
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113 | const <a class="el" href="classbdm_1_1egiw.html">egiw</a> * </td><td class="memItemRight" valign="bottom"><b>_e</b> () const </td></tr> |
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114 | |
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115 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="5912dbcf28ae711e30b08c2fa766a3e6"></a><!-- doxytag: member="bdm::ARX::_copy_" ref="5912dbcf28ae711e30b08c2fa766a3e6" args="(bool changerv=false)" --> |
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116 | <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> * </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#5912dbcf28ae711e30b08c2fa766a3e6">_copy_</a> (bool changerv=false)</td></tr> |
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117 | |
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118 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Flatten the posterior as if to keep nu0 data. <br></td></tr> |
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119 | <tr><td colspan="2"><div class="groupHeader">Mathematical operations</div></td></tr> |
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120 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="1dee3fddaf021e62d925289660a707dc"></a><!-- doxytag: member="bdm::ARX::bayesB" ref="1dee3fddaf021e62d925289660a707dc" args="(const mat &Dt)" --> |
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121 | 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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122 | |
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123 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Batch Bayes rule (columns of Dt are observations). <br></td></tr> |
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124 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="0e8ebe61fb14990abe1254bd3dda5fae"></a><!-- doxytag: member="bdm::ARX::logpred_m" ref="0e8ebe61fb14990abe1254bd3dda5fae" args="(const mat &dt) const " --> |
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125 | 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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126 | |
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127 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Matrix version of logpred. <br></td></tr> |
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128 | <tr><td colspan="2"><div class="groupHeader">Access to attributes</div></td></tr> |
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129 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="ff2d8755ba0b3def927d31305c03b09c"></a><!-- doxytag: member="bdm::ARX::_drv" ref="ff2d8755ba0b3def927d31305c03b09c" args="() const " --> |
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130 | const <a class="el" href="classbdm_1_1RV.html">RV</a> & </td><td class="memItemRight" valign="bottom"><b>_drv</b> () const </td></tr> |
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131 | |
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132 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="f135ae6dce7e9f30c9f88229c7930b96"></a><!-- doxytag: member="bdm::ARX::set_drv" ref="f135ae6dce7e9f30c9f88229c7930b96" args="(const RV &rv)" --> |
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133 | void </td><td class="memItemRight" valign="bottom"><b>set_drv</b> (const <a class="el" href="classbdm_1_1RV.html">RV</a> &rv)</td></tr> |
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134 | |
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135 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="5be65d37dedfe33a3671e7065f523a70"></a><!-- doxytag: member="bdm::ARX::_ll" ref="5be65d37dedfe33a3671e7065f523a70" args="() const " --> |
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136 | double </td><td class="memItemRight" valign="bottom"><b>_ll</b> () const </td></tr> |
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137 | |
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138 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="236b3abbcc93594fc97cd86d82c1a83f"></a><!-- doxytag: member="bdm::ARX::set_evalll" ref="236b3abbcc93594fc97cd86d82c1a83f" args="(bool evl0)" --> |
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139 | void </td><td class="memItemRight" valign="bottom"><b>set_evalll</b> (bool evl0)</td></tr> |
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140 | |
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141 | <tr><td colspan="2"><br><h2>Protected Attributes</h2></td></tr> |
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142 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="11474a627367f81b76830cb8477cf026"></a><!-- doxytag: member="bdm::ARX::est" ref="11474a627367f81b76830cb8477cf026" args="" --> |
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143 | <a class="el" href="classbdm_1_1egiw.html">egiw</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#11474a627367f81b76830cb8477cf026">est</a></td></tr> |
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144 | |
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145 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Posterior estimate of <img class="formulaInl" alt="$\theta,r$" src="form_57.png"> in the form of Normal-inverse Wishart density. <br></td></tr> |
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146 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="de5b7d83ff5d3f5af2f80068db0abdfd"></a><!-- doxytag: member="bdm::ARX::V" ref="de5b7d83ff5d3f5af2f80068db0abdfd" args="" --> |
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147 | <a class="el" href="classldmat.html">ldmat</a> & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#de5b7d83ff5d3f5af2f80068db0abdfd">V</a></td></tr> |
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148 | |
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149 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cached value of est.V <br></td></tr> |
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150 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="740b0582f180ba13cae91d66e9bdb67f"></a><!-- doxytag: member="bdm::ARX::nu" ref="740b0582f180ba13cae91d66e9bdb67f" args="" --> |
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151 | double & </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1ARX.html#740b0582f180ba13cae91d66e9bdb67f">nu</a></td></tr> |
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152 | |
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153 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cached value of est.nu <br></td></tr> |
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154 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="1331865e10fb1ccef65bb4c47fa3be64"></a><!-- doxytag: member="bdm::ARX::frg" ref="1331865e10fb1ccef65bb4c47fa3be64" args="" --> |
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155 | double </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#1331865e10fb1ccef65bb4c47fa3be64">frg</a></td></tr> |
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156 | |
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157 | <tr><td class="mdescLeft"> </td><td class="mdescRight">forgetting factor <br></td></tr> |
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158 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="06e7b3ac03e10017d4288c76888e2865"></a><!-- doxytag: member="bdm::ARX::last_lognc" ref="06e7b3ac03e10017d4288c76888e2865" args="" --> |
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159 | double </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#06e7b3ac03e10017d4288c76888e2865">last_lognc</a></td></tr> |
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160 | |
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161 | <tr><td class="mdescLeft"> </td><td class="mdescRight">cached value of lognc() in the previous step (used in evaluation of <code>ll</code> ) <br></td></tr> |
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162 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="c400357e37d27a4834b2b1d9211009ed"></a><!-- doxytag: member="bdm::ARX::drv" ref="c400357e37d27a4834b2b1d9211009ed" args="" --> |
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163 | <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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164 | |
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165 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Random variable of the data (optional). <br></td></tr> |
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166 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="4064b6559d962633e4372b12f4cd204a"></a><!-- doxytag: member="bdm::ARX::ll" ref="4064b6559d962633e4372b12f4cd204a" args="" --> |
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167 | double </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#4064b6559d962633e4372b12f4cd204a">ll</a></td></tr> |
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168 | |
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169 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Logarithm of marginalized data likelihood. <br></td></tr> |
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170 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="faff0ad12556fe7dc0e2807d4fd938ee"></a><!-- doxytag: member="bdm::ARX::evalll" ref="faff0ad12556fe7dc0e2807d4fd938ee" args="" --> |
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171 | bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#faff0ad12556fe7dc0e2807d4fd938ee">evalll</a></td></tr> |
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172 | |
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173 | <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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174 | </table> |
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175 | <hr><h2>Member Function Documentation</h2> |
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176 | <a class="anchor" name="8bdf2974052e8ce74eb0d4f3791c58a3"></a><!-- doxytag: member="bdm::ARX::bayes" ref="8bdf2974052e8ce74eb0d4f3791c58a3" args="(const vec &dt)" --> |
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177 | <div class="memitem"> |
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178 | <div class="memproto"> |
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179 | <table class="memname"> |
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180 | <tr> |
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181 | <td class="memname">void bdm::ARX::bayes </td> |
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182 | <td>(</td> |
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183 | <td class="paramtype">const vec & </td> |
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184 | <td class="paramname"> <em>dt</em> </td> |
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185 | <td> ) </td> |
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186 | <td><code> [inline, virtual]</code></td> |
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187 | </tr> |
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188 | </table> |
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189 | </div> |
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190 | <div class="memdoc"> |
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191 | |
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192 | <p> |
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193 | Incremental Bayes rule. |
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194 | <p> |
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195 | <dl compact><dt><b>Parameters:</b></dt><dd> |
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196 | <table border="0" cellspacing="2" cellpadding="0"> |
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197 | <tr><td valign="top"></td><td valign="top"><em>dt</em> </td><td>vector of input data </td></tr> |
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198 | </table> |
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199 | </dl> |
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200 | |
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201 | <p>Reimplemented from <a class="el" href="classbdm_1_1BMEF.html#c287f4c0c1ea31b91572ec45351838f1">bdm::BMEF</a>.</p> |
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202 | |
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203 | <p>References <a class="el" href="bdm_2estim_2arx_8cpp-source.html#l00005">bayes()</a>.</p> |
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204 | |
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205 | </div> |
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206 | </div><p> |
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207 | <a class="anchor" name="080a7e531e3aa06694112863b15bc6a4"></a><!-- doxytag: member="bdm::ARX::logpred" ref="080a7e531e3aa06694112863b15bc6a4" args="(const vec &dt) const " --> |
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208 | <div class="memitem"> |
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209 | <div class="memproto"> |
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210 | <table class="memname"> |
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211 | <tr> |
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212 | <td class="memname">double bdm::ARX::logpred </td> |
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213 | <td>(</td> |
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214 | <td class="paramtype">const vec & </td> |
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215 | <td class="paramname"> <em>dt</em> </td> |
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216 | <td> ) </td> |
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217 | <td> const<code> [virtual]</code></td> |
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218 | </tr> |
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219 | </table> |
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220 | </div> |
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221 | <div class="memdoc"> |
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222 | |
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223 | <p> |
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224 | 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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225 | <p>Reimplemented from <a class="el" href="classbdm_1_1BM.html#50257e0c1e5b5c73153ea6e716ad8ae0">bdm::BM</a>.</p> |
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226 | |
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227 | <p>References <a class="el" href="libEF_8h-source.html#l00204">bdm::egiw::_nu()</a>, <a class="el" href="libEF_8h-source.html#l00202">bdm::egiw::_V()</a>, <a class="el" href="arx_8h-source.html#l00038">est</a>, <a class="el" href="libBM_8h-source.html#l00583">bdm::BM::evalll</a>, <a class="el" href="libEF_8h-source.html#l00077">bdm::BMEF::frg</a>, <a class="el" href="libEF_8h-source.html#l00079">bdm::BMEF::last_lognc</a>, <a class="el" href="libEF_8cpp-source.html#l00044">bdm::egiw::lognc()</a>, <a class="el" href="arx_8h-source.html#l00042">nu</a>, <a class="el" href="libDC_8cpp-source.html#l00058">ldmat::opupdt()</a>, <a class="el" href="libEF_8h-source.html#l00197">bdm::egiw::pow()</a>, and <a class="el" href="arx_8h-source.html#l00040">V</a>.</p> |
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228 | |
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229 | </div> |
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230 | </div><p> |
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231 | <a class="anchor" name="74fe8ae2d88bee8639510fd0eaf73513"></a><!-- doxytag: member="bdm::ARX::predictor" ref="74fe8ae2d88bee8639510fd0eaf73513" args="() const " --> |
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232 | <div class="memitem"> |
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233 | <div class="memproto"> |
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234 | <table class="memname"> |
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235 | <tr> |
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236 | <td class="memname"><a class="el" href="classbdm_1_1mlnorm.html">mlnorm</a>< <a class="el" href="classldmat.html">ldmat</a> > * bdm::ARX::predictor </td> |
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237 | <td>(</td> |
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238 | <td class="paramname"> </td> |
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239 | <td> ) </td> |
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240 | <td> const<code> [virtual]</code></td> |
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241 | </tr> |
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242 | </table> |
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243 | </div> |
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244 | <div class="memdoc"> |
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245 | |
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246 | <p> |
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247 | conditional version of the predictor |
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248 | <p> |
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249 | |
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250 | <p> |
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251 | <----------- TODO |
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252 | <p>Reimplemented from <a class="el" href="classbdm_1_1BM.html#598b25e3f3d96a5bc00a5faeb5b3c912">bdm::BM</a>.</p> |
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253 | |
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254 | <p>References <a class="el" href="libBM_8h-source.html#l00272">bdm::epdf::dimension()</a>, <a class="el" href="arx_8h-source.html#l00038">est</a>, <a class="el" href="libEF_8cpp-source.html#l00107">bdm::egiw::mean_mat()</a>, <a class="el" href="libDC_8h-source.html#l00289">ldmat::rows()</a>, <a class="el" href="libEF_8h-source.html#l00762">bdm::mlnorm< sq_T >::set_parameters()</a>, and <a class="el" href="arx_8h-source.html#l00040">V</a>.</p> |
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255 | |
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256 | </div> |
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257 | </div><p> |
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258 | <a class="anchor" name="16b02ae03316751664c22d59d90c1e34"></a><!-- doxytag: member="bdm::ARX::structure_est" ref="16b02ae03316751664c22d59d90c1e34" args="(egiw Eg0)" --> |
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259 | <div class="memitem"> |
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260 | <div class="memproto"> |
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261 | <table class="memname"> |
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262 | <tr> |
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263 | <td class="memname">ivec bdm::ARX::structure_est </td> |
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264 | <td>(</td> |
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265 | <td class="paramtype"><a class="el" href="classbdm_1_1egiw.html">egiw</a> </td> |
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266 | <td class="paramname"> <em>Eg0</em> </td> |
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267 | <td> ) </td> |
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268 | <td></td> |
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269 | </tr> |
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270 | </table> |
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271 | </div> |
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272 | <div class="memdoc"> |
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273 | |
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274 | <p> |
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275 | Brute force structure estimation. |
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276 | <p> |
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277 | <dl class="return" compact><dt><b>Returns:</b></dt><dd>indeces of accepted regressors. </dd></dl> |
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278 | |
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279 | <p>References <a class="el" href="libBM_8h-source.html#l00272">bdm::epdf::dimension()</a>, <a class="el" href="bdm_2estim_2arx_8cpp-source.html#l00132">bdm::egiw_bestbelow()</a>, <a class="el" href="arx_8h-source.html#l00038">est</a>, and <a class="el" href="libEF_8cpp-source.html#l00044">bdm::egiw::lognc()</a>.</p> |
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280 | |
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281 | </div> |
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282 | </div><p> |
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283 | <hr>The documentation for this class was generated from the following files:<ul> |
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284 | <li><a class="el" href="arx_8h-source.html">arx.h</a><li>bdm/estim/arx.cpp</ul> |
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285 | </div> |
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286 | <hr size="1"><address style="text-align: right;"><small>Generated on Wed Feb 11 23:34:01 2009 for mixpp by |
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287 | <a href="http://www.doxygen.org/index.html"> |
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288 | <img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.6 </small></address> |
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289 | </body> |
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290 | </html> |
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