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    53<title>mixpp: bdm::MixEF Class Reference</title> 
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    73 <h1>bdm::MixEF Class Reference</h1><!-- doxytag: class="bdm::MixEF" --><!-- doxytag: inherits="bdm::BMEF" --> 
    74 <p>Mixture of Exponential Family Densities.   
    75 <a href="#_details">More...</a></p> 
    76 <hr/><a name="_details"></a><h2>Detailed Description</h2> 
    77 <p>Mixture of Exponential Family Densities. </p> 
    78 <p>An approximate estimation method for models with latent discrete variable, such as mixture models of the following kind: </p> 
    79 <p class="formulaDsp"> 
    80 <img class="formulaDsp" alt="\[ f(y_t|\psi_t, \Theta) = \sum_{i=1}^{n} w_i f(y_t|\psi_t, \theta_i) \]" src="form_40.png"/> 
    81 </p> 
    82 <p> where <img class="formulaInl" alt="$\psi$" src="form_41.png"/> is a known function of past outputs, <img class="formulaInl" alt="$w=[w_1,\ldots,w_n]$" src="form_42.png"/> are component weights, and component parameters <img class="formulaInl" alt="$\theta_i$" src="form_43.png"/> are assumed to be mutually independent. <img class="formulaInl" alt="$\Theta$" src="form_44.png"/> is an aggregation af all component parameters and weights, i.e. <img class="formulaInl" alt="$\Theta = [\theta_1,\ldots,\theta_n,w]$" src="form_45.png"/>.</p> 
    83 <p>The characteristic feature of this model is that if the exact values of the latent variable were known, estimation of the parameters can be handled by a single model. For example, for the case of mixture models, posterior density for each component parameters would be a BayesianModel from Exponential Family.</p> 
    84 <p>This class uses EM-style type algorithms for estimation of its parameters. Under this simplification, the posterior density is a product of exponential family members, hence under EM-style approximate estimation this class itself belongs to the exponential family.</p> 
    85 <p>TODO: Extend <a class="el" href="classbdm_1_1BM.html" title="Bayesian Model of a system, i.e. all uncertainty is modeled by probabilities.">BM</a> to use rvc. </p> 
    86  
    87 <p><code>#include &lt;<a class="el" href="mixtures_8h_source.html">mixtures.h</a>&gt;</code></p> 
    88  
    89 <p><a href="classbdm_1_1MixEF-members.html">List of all members.</a></p> 
    90 <table border="0" cellpadding="0" cellspacing="0"> 
    91 <tr><td colspan="2"><h2>Public Member Functions</h2></td></tr> 
    92 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a4efe67d414ff34a1e7534004fd061241"></a><!-- doxytag: member="bdm::MixEF::MixEF" ref="a4efe67d414ff34a1e7534004fd061241" args="(const Array&lt; BMEF * &gt; &amp;Coms0, const vec &amp;alpha0)" --> 
    93 &nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a4efe67d414ff34a1e7534004fd061241">MixEF</a> (const Array&lt; <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> * &gt; &amp;Coms0, const vec &amp;alpha0)</td></tr> 
    94 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Full constructor. <br/></td></tr> 
    95 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a0266854387338ba757e6192d62907984"></a><!-- doxytag: member="bdm::MixEF::MixEF" ref="a0266854387338ba757e6192d62907984" args="()" --> 
    96 &nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a0266854387338ba757e6192d62907984">MixEF</a> ()</td></tr> 
    97 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Constructor of empty mixture. <br/></td></tr> 
    98 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a9577de85c3e3481f7c0e23cf8f87c482"></a><!-- doxytag: member="bdm::MixEF::MixEF" ref="a9577de85c3e3481f7c0e23cf8f87c482" args="(const MixEF &amp;M2)" --> 
    99 &nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a9577de85c3e3481f7c0e23cf8f87c482">MixEF</a> (const <a class="el" href="classbdm_1_1MixEF.html">MixEF</a> &amp;M2)</td></tr> 
    100 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Copy constructor. <br/></td></tr> 
    101 <tr><td class="memItemLeft" align="right" valign="top">void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a0c2a50789b30769964a909d217125ed2">init</a> (<a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *Com0, const mat &amp;Data, int c=5)</td></tr> 
    102 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a5bd7da667da183eed1577f11dff0c1f1"></a><!-- doxytag: member="bdm::MixEF::bayes" ref="a5bd7da667da183eed1577f11dff0c1f1" args="(const vec &amp;dt)" --> 
    103 void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a5bd7da667da183eed1577f11dff0c1f1">bayes</a> (const vec &amp;dt)</td></tr> 
    104 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Recursive EM-like algorithm (QB-variant), see Karny et. al, 2006. <br/></td></tr> 
    105 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a5c41d5a4403da6e629f6bdfc70c43d20"></a><!-- doxytag: member="bdm::MixEF::bayes" ref="a5c41d5a4403da6e629f6bdfc70c43d20" args="(const mat &amp;dt)" --> 
    106 void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a5c41d5a4403da6e629f6bdfc70c43d20">bayes</a> (const mat &amp;dt)</td></tr> 
    107 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">EM algorithm. <br/></td></tr> 
    108 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a5de521c395e93478df00d881ab8dac81"></a><!-- doxytag: member="bdm::MixEF::bayesB" ref="a5de521c395e93478df00d881ab8dac81" args="(const mat &amp;dt, const vec &amp;wData)" --> 
     70<h1>bdm::MixEF Class Reference</h1><!-- doxytag: class="bdm::MixEF" --><!-- doxytag: inherits="bdm::BMEF" -->Mixture of Exponential Family Densities.   
     71<a href="#_details">More...</a> 
     72<p> 
     73<code>#include &lt;<a class="el" href="mixtures_8h_source.html">mixtures.h</a>&gt;</code> 
     74<p> 
     75 
     76<p> 
     77<a href="classbdm_1_1MixEF-members.html">List of all members.</a><table border="0" cellpadding="0" cellspacing="0"> 
     78<tr><td></td></tr> 
     79<tr><td colspan="2"><br><h2>Public Member Functions</h2></td></tr> 
     80<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="4efe67d414ff34a1e7534004fd061241"></a><!-- doxytag: member="bdm::MixEF::MixEF" ref="4efe67d414ff34a1e7534004fd061241" args="(const Array&lt; BMEF * &gt; &amp;Coms0, const vec &amp;alpha0)" --> 
     81&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#4efe67d414ff34a1e7534004fd061241">MixEF</a> (const Array&lt; <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> * &gt; &amp;Coms0, const vec &amp;alpha0)</td></tr> 
     82 
     83<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Full constructor. <br></td></tr> 
     84<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="0266854387338ba757e6192d62907984"></a><!-- doxytag: member="bdm::MixEF::MixEF" ref="0266854387338ba757e6192d62907984" args="()" --> 
     85&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#0266854387338ba757e6192d62907984">MixEF</a> ()</td></tr> 
     86 
     87<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Constructor of empty mixture. <br></td></tr> 
     88<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="9577de85c3e3481f7c0e23cf8f87c482"></a><!-- doxytag: member="bdm::MixEF::MixEF" ref="9577de85c3e3481f7c0e23cf8f87c482" args="(const MixEF &amp;M2)" --> 
     89&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#9577de85c3e3481f7c0e23cf8f87c482">MixEF</a> (const <a class="el" href="classbdm_1_1MixEF.html">MixEF</a> &amp;M2)</td></tr> 
     90 
     91<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Copy constructor. <br></td></tr> 
     92<tr><td class="memItemLeft" nowrap align="right" valign="top">void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#0c2a50789b30769964a909d217125ed2">init</a> (<a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *Com0, const mat &amp;Data, int c=5)</td></tr> 
     93 
     94<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="5bd7da667da183eed1577f11dff0c1f1"></a><!-- doxytag: member="bdm::MixEF::bayes" ref="5bd7da667da183eed1577f11dff0c1f1" args="(const vec &amp;dt)" --> 
     95void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#5bd7da667da183eed1577f11dff0c1f1">bayes</a> (const vec &amp;dt)</td></tr> 
     96 
     97<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Recursive EM-like algorithm (QB-variant), see Karny et. al, 2006. <br></td></tr> 
     98<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="5c41d5a4403da6e629f6bdfc70c43d20"></a><!-- doxytag: member="bdm::MixEF::bayes" ref="5c41d5a4403da6e629f6bdfc70c43d20" args="(const mat &amp;dt)" --> 
     99void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#5c41d5a4403da6e629f6bdfc70c43d20">bayes</a> (const mat &amp;dt)</td></tr> 
     100 
     101<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">EM algorithm. <br></td></tr> 
     102<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="5de521c395e93478df00d881ab8dac81"></a><!-- doxytag: member="bdm::MixEF::bayesB" ref="5de521c395e93478df00d881ab8dac81" args="(const mat &amp;dt, const vec &amp;wData)" --> 
    109103void&nbsp;</td><td class="memItemRight" valign="bottom"><b>bayesB</b> (const mat &amp;dt, const vec &amp;wData)</td></tr> 
    110 <tr><td class="memItemLeft" align="right" valign="top">double&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#ada724da464a75e07521941e430929efa">logpred</a> (const vec &amp;dt) const </td></tr> 
    111 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a4830916adef7891a207e42f39aaf787b"></a><!-- doxytag: member="bdm::MixEF::posterior" ref="a4830916adef7891a207e42f39aaf787b" args="() const " --> 
     104 
     105<tr><td class="memItemLeft" nowrap align="right" valign="top">double&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#da724da464a75e07521941e430929efa">logpred</a> (const vec &amp;dt) const </td></tr> 
     106 
     107<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="4830916adef7891a207e42f39aaf787b"></a><!-- doxytag: member="bdm::MixEF::posterior" ref="4830916adef7891a207e42f39aaf787b" args="() const " --> 
    112108const <a class="el" href="classbdm_1_1epdf.html">epdf</a> &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><b>posterior</b> () const </td></tr> 
    113 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="aedc50e9640f049b846084748b18469a2"></a><!-- doxytag: member="bdm::MixEF::epredictor" ref="aedc50e9640f049b846084748b18469a2" args="() const " --> 
    114 <a class="el" href="classbdm_1_1emix.html">emix</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#aedc50e9640f049b846084748b18469a2">epredictor</a> () const </td></tr> 
    115 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Constructs a predictive density <img class="formulaInl" alt="$ f(d_{t+1} |d_{t}, \ldots d_{0}) $" src="form_20.png"/>. <br/></td></tr> 
    116 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="af0dfb4375fef4e61c4cb062e5bac7c8c"></a><!-- doxytag: member="bdm::MixEF::flatten" ref="af0dfb4375fef4e61c4cb062e5bac7c8c" args="(const BMEF *M2)" --> 
    117 void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#af0dfb4375fef4e61c4cb062e5bac7c8c">flatten</a> (const <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *M2)</td></tr> 
    118 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Flatten the density as if it was not estimated from the data. <br/></td></tr> 
    119 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a251ef6fc51757712693da5faae5317c9"></a><!-- doxytag: member="bdm::MixEF::_Coms" ref="a251ef6fc51757712693da5faae5317c9" args="(int i)" --> 
    120 <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a251ef6fc51757712693da5faae5317c9">_Coms</a> (int i)</td></tr> 
    121 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Access function. <br/></td></tr> 
    122 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a664529d52cc667383b39eeb440ccd577"></a><!-- doxytag: member="bdm::MixEF::set_method" ref="a664529d52cc667383b39eeb440ccd577" args="(MixEF_METHOD M)" --> 
    123 void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a664529d52cc667383b39eeb440ccd577">set_method</a> (MixEF_METHOD M)</td></tr> 
    124 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Set which method is to be used. <br/></td></tr> 
    125 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ad2b528b7a41ca67163152142f5404051"></a><!-- doxytag: member="bdm::MixEF::set_statistics" ref="ad2b528b7a41ca67163152142f5404051" args="(const BMEF *BM0)" --> 
    126 virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#ad2b528b7a41ca67163152142f5404051">set_statistics</a> (const <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *BM0)</td></tr> 
    127 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">get statistics from another model <br/></td></tr> 
    128 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="abf58deb99af2a6cc674f13ff90300de6"></a><!-- doxytag: member="bdm::MixEF::bayes" ref="abf58deb99af2a6cc674f13ff90300de6" args="(const vec &amp;data, const double w)" --> 
    129 virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#abf58deb99af2a6cc674f13ff90300de6">bayes</a> (const vec &amp;data, const double w)</td></tr> 
    130 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Weighted update of sufficient statistics (Bayes rule). <br/></td></tr> 
    131 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ab2916a2e71a958665054473124d5e749"></a><!-- doxytag: member="bdm::MixEF::flatten" ref="ab2916a2e71a958665054473124d5e749" args="(const BMEF *B)" --> 
    132 virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#ab2916a2e71a958665054473124d5e749">flatten</a> (const <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *B)</td></tr> 
    133 <tr><td class="mdescLeft">&nbsp;</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> 
    134 <tr><td class="memItemLeft" align="right" valign="top"><a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#a62d2e4691bed41a1efa6b9c2e35e5c67">_copy_</a> () const </td></tr> 
    135 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a23c6a8f71f922023ab08dcb0487a86de"></a><!-- doxytag: member="bdm::MixEF::from_setting" ref="a23c6a8f71f922023ab08dcb0487a86de" args="(const Setting &amp;set)" --> 
    136 void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#a23c6a8f71f922023ab08dcb0487a86de">from_setting</a> (const Setting &amp;set)</td></tr> 
    137 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">This method arrange instance properties according the data stored in the Setting structure. <br/></td></tr> 
    138 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="aaf0e6941ba5919cae1bc530e2181b109"></a><!-- doxytag: member="bdm::MixEF::to_string" ref="aaf0e6941ba5919cae1bc530e2181b109" args="()" --> 
    139 virtual string&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1root.html#aaf0e6941ba5919cae1bc530e2181b109">to_string</a> ()</td></tr> 
    140 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">This method returns a basic info about the current instance. <br/></td></tr> 
    141 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a67d954d255ede776eade7334d4895790"></a><!-- doxytag: member="bdm::MixEF::to_setting" ref="a67d954d255ede776eade7334d4895790" args="(Setting &amp;set) const " --> 
    142 virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1root.html#a67d954d255ede776eade7334d4895790">to_setting</a> (Setting &amp;set) const </td></tr> 
    143 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">This method save all the instance properties into the Setting structure. <br/></td></tr> 
    144 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a1c314bd6d6dacb8ba78ea5eb88fd9516"></a><!-- doxytag: member="bdm::MixEF::validate" ref="a1c314bd6d6dacb8ba78ea5eb88fd9516" args="()" --> 
    145 virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1root.html#a1c314bd6d6dacb8ba78ea5eb88fd9516">validate</a> ()</td></tr> 
    146 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">This method TODO. <br/></td></tr> 
     109 
     110<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="edc50e9640f049b846084748b18469a2"></a><!-- doxytag: member="bdm::MixEF::epredictor" ref="edc50e9640f049b846084748b18469a2" args="() const " --> 
     111<a class="el" href="classbdm_1_1emix.html">emix</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#edc50e9640f049b846084748b18469a2">epredictor</a> () const </td></tr> 
     112 
     113<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Constructs a predictive density <img class="formulaInl" alt="$ f(d_{t+1} |d_{t}, \ldots d_{0}) $" src="form_20.png">. <br></td></tr> 
     114<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="f0dfb4375fef4e61c4cb062e5bac7c8c"></a><!-- doxytag: member="bdm::MixEF::flatten" ref="f0dfb4375fef4e61c4cb062e5bac7c8c" args="(const BMEF *M2)" --> 
     115void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#f0dfb4375fef4e61c4cb062e5bac7c8c">flatten</a> (const <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *M2)</td></tr> 
     116 
     117<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Flatten the density as if it was not estimated from the data. <br></td></tr> 
     118<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="251ef6fc51757712693da5faae5317c9"></a><!-- doxytag: member="bdm::MixEF::_Coms" ref="251ef6fc51757712693da5faae5317c9" args="(int i)" --> 
     119<a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#251ef6fc51757712693da5faae5317c9">_Coms</a> (int i)</td></tr> 
     120 
     121<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Access function. <br></td></tr> 
     122<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="664529d52cc667383b39eeb440ccd577"></a><!-- doxytag: member="bdm::MixEF::set_method" ref="664529d52cc667383b39eeb440ccd577" args="(MixEF_METHOD M)" --> 
     123void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#664529d52cc667383b39eeb440ccd577">set_method</a> (MixEF_METHOD M)</td></tr> 
     124 
     125<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Set which method is to be used. <br></td></tr> 
     126<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="d2b528b7a41ca67163152142f5404051"></a><!-- doxytag: member="bdm::MixEF::set_statistics" ref="d2b528b7a41ca67163152142f5404051" args="(const BMEF *BM0)" --> 
     127virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#d2b528b7a41ca67163152142f5404051">set_statistics</a> (const <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *BM0)</td></tr> 
     128 
     129<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">get statistics from another model <br></td></tr> 
     130<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="bf58deb99af2a6cc674f13ff90300de6"></a><!-- doxytag: member="bdm::MixEF::bayes" ref="bf58deb99af2a6cc674f13ff90300de6" args="(const vec &amp;data, const double w)" --> 
     131virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#bf58deb99af2a6cc674f13ff90300de6">bayes</a> (const vec &amp;data, const double w)</td></tr> 
     132 
     133<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Weighted update of sufficient statistics (Bayes rule). <br></td></tr> 
     134<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#62d2e4691bed41a1efa6b9c2e35e5c67">_copy_</a> () const </td></tr> 
     135 
     136<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="23c6a8f71f922023ab08dcb0487a86de"></a><!-- doxytag: member="bdm::MixEF::from_setting" ref="23c6a8f71f922023ab08dcb0487a86de" args="(const Setting &amp;set)" --> 
     137void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#23c6a8f71f922023ab08dcb0487a86de">from_setting</a> (const Setting &amp;set)</td></tr> 
     138 
     139<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">This method arrange instance properties according the data stored in the Setting structure. <br></td></tr> 
     140<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="af0e6941ba5919cae1bc530e2181b109"></a><!-- doxytag: member="bdm::MixEF::to_string" ref="af0e6941ba5919cae1bc530e2181b109" args="()" --> 
     141virtual string&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1root.html#af0e6941ba5919cae1bc530e2181b109">to_string</a> ()</td></tr> 
     142 
     143<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">This method returns a basic info about the current instance. <br></td></tr> 
     144<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="67d954d255ede776eade7334d4895790"></a><!-- doxytag: member="bdm::MixEF::to_setting" ref="67d954d255ede776eade7334d4895790" args="(Setting &amp;set) const " --> 
     145virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1root.html#67d954d255ede776eade7334d4895790">to_setting</a> (Setting &amp;set) const </td></tr> 
     146 
     147<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">This method save all the instance properties into the Setting structure. <br></td></tr> 
     148<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="1c314bd6d6dacb8ba78ea5eb88fd9516"></a><!-- doxytag: member="bdm::MixEF::validate" ref="1c314bd6d6dacb8ba78ea5eb88fd9516" args="()" --> 
     149virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1root.html#1c314bd6d6dacb8ba78ea5eb88fd9516">validate</a> ()</td></tr> 
     150 
     151<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">This method TODO. <br></td></tr> 
    147152<tr><td colspan="2"><div class="groupHeader">Mathematical operations</div></td></tr> 
    148 <tr><td colspan="2"><div class="groupText"><p><a class="anchor" id="amgrpfb3595af27ed8bd142c95323c0dab340"></a> </p> 
    149 <br/><br/></div></td></tr> 
    150 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a1dee3fddaf021e62d925289660a707dc"></a><!-- doxytag: member="bdm::MixEF::bayesB" ref="a1dee3fddaf021e62d925289660a707dc" args="(const mat &amp;Dt)" --> 
    151 virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#a1dee3fddaf021e62d925289660a707dc">bayesB</a> (const mat &amp;Dt)</td></tr> 
    152 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Batch Bayes rule (columns of Dt are observations). <br/></td></tr> 
    153 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a0e8ebe61fb14990abe1254bd3dda5fae"></a><!-- doxytag: member="bdm::MixEF::logpred_m" ref="a0e8ebe61fb14990abe1254bd3dda5fae" args="(const mat &amp;dt) const " --> 
    154 vec&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#a0e8ebe61fb14990abe1254bd3dda5fae">logpred_m</a> (const mat &amp;dt) const </td></tr> 
    155 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Matrix version of logpred. <br/></td></tr> 
    156 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a598b25e3f3d96a5bc00a5faeb5b3c912"></a><!-- doxytag: member="bdm::MixEF::predictor" ref="a598b25e3f3d96a5bc00a5faeb5b3c912" args="() const " --> 
    157 virtual <a class="el" href="classbdm_1_1mpdf.html">mpdf</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#a598b25e3f3d96a5bc00a5faeb5b3c912">predictor</a> () const </td></tr> 
    158 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Constructs conditional density of 1-step ahead predictor <img class="formulaInl" alt="$ f(d_{t+1} |d_{t+h-1}, \ldots d_{t}) $" src="form_21.png"/>. <br/></td></tr> 
     153<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="1dee3fddaf021e62d925289660a707dc"></a><!-- doxytag: member="bdm::MixEF::bayesB" ref="1dee3fddaf021e62d925289660a707dc" args="(const mat &amp;Dt)" --> 
     154virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#1dee3fddaf021e62d925289660a707dc">bayesB</a> (const mat &amp;Dt)</td></tr> 
     155 
     156<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Batch Bayes rule (columns of Dt are observations). <br></td></tr> 
     157<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="0e8ebe61fb14990abe1254bd3dda5fae"></a><!-- doxytag: member="bdm::MixEF::logpred_m" ref="0e8ebe61fb14990abe1254bd3dda5fae" args="(const mat &amp;dt) const " --> 
     158vec&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#0e8ebe61fb14990abe1254bd3dda5fae">logpred_m</a> (const mat &amp;dt) const </td></tr> 
     159 
     160<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Matrix version of logpred. <br></td></tr> 
     161<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="598b25e3f3d96a5bc00a5faeb5b3c912"></a><!-- doxytag: member="bdm::MixEF::predictor" ref="598b25e3f3d96a5bc00a5faeb5b3c912" args="() const " --> 
     162virtual <a class="el" href="classbdm_1_1mpdf.html">mpdf</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#598b25e3f3d96a5bc00a5faeb5b3c912">predictor</a> () const </td></tr> 
     163 
     164<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Constructs conditional density of 1-step ahead predictor <img class="formulaInl" alt="$ f(d_{t+1} |d_{t+h-1}, \ldots d_{t}) $" src="form_21.png">. <br></td></tr> 
    159165<tr><td colspan="2"><div class="groupHeader">Access to attributes</div></td></tr> 
    160 <tr><td colspan="2"><div class="groupText"><p><a class="anchor" id="amgrpb6eb094f9e6af11f8a7d9efa9d8e3623"></a> </p> 
    161 <br/><br/></div></td></tr> 
    162 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="aff2d8755ba0b3def927d31305c03b09c"></a><!-- doxytag: member="bdm::MixEF::_drv" ref="aff2d8755ba0b3def927d31305c03b09c" args="() const " --> 
     166<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="ff2d8755ba0b3def927d31305c03b09c"></a><!-- doxytag: member="bdm::MixEF::_drv" ref="ff2d8755ba0b3def927d31305c03b09c" args="() const " --> 
    163167const <a class="el" href="classbdm_1_1RV.html">RV</a> &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><b>_drv</b> () const </td></tr> 
    164 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="af135ae6dce7e9f30c9f88229c7930b96"></a><!-- doxytag: member="bdm::MixEF::set_drv" ref="af135ae6dce7e9f30c9f88229c7930b96" args="(const RV &amp;rv)" --> 
     168 
     169<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="f135ae6dce7e9f30c9f88229c7930b96"></a><!-- doxytag: member="bdm::MixEF::set_drv" ref="f135ae6dce7e9f30c9f88229c7930b96" args="(const RV &amp;rv)" --> 
    165170void&nbsp;</td><td class="memItemRight" valign="bottom"><b>set_drv</b> (const <a class="el" href="classbdm_1_1RV.html">RV</a> &amp;rv)</td></tr> 
    166 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ab38d92f17620813ad872d86e01a26e5e"></a><!-- doxytag: member="bdm::MixEF::set_rv" ref="ab38d92f17620813ad872d86e01a26e5e" args="(const RV &amp;rv)" --> 
     171 
     172<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="b38d92f17620813ad872d86e01a26e5e"></a><!-- doxytag: member="bdm::MixEF::set_rv" ref="b38d92f17620813ad872d86e01a26e5e" args="(const RV &amp;rv)" --> 
    167173void&nbsp;</td><td class="memItemRight" valign="bottom"><b>set_rv</b> (const <a class="el" href="classbdm_1_1RV.html">RV</a> &amp;rv)</td></tr> 
    168 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a5be65d37dedfe33a3671e7065f523a70"></a><!-- doxytag: member="bdm::MixEF::_ll" ref="a5be65d37dedfe33a3671e7065f523a70" args="() const " --> 
     174 
     175<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="5be65d37dedfe33a3671e7065f523a70"></a><!-- doxytag: member="bdm::MixEF::_ll" ref="5be65d37dedfe33a3671e7065f523a70" args="() const " --> 
    169176double&nbsp;</td><td class="memItemRight" valign="bottom"><b>_ll</b> () const </td></tr> 
    170 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a236b3abbcc93594fc97cd86d82c1a83f"></a><!-- doxytag: member="bdm::MixEF::set_evalll" ref="a236b3abbcc93594fc97cd86d82c1a83f" args="(bool evl0)" --> 
     177 
     178<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="236b3abbcc93594fc97cd86d82c1a83f"></a><!-- doxytag: member="bdm::MixEF::set_evalll" ref="236b3abbcc93594fc97cd86d82c1a83f" args="(bool evl0)" --> 
    171179void&nbsp;</td><td class="memItemRight" valign="bottom"><b>set_evalll</b> (bool evl0)</td></tr> 
    172 <tr><td colspan="2"><h2>Protected Member Functions</h2></td></tr> 
    173 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ad74a8d1370c63c93ec554908ae3e6006"></a><!-- doxytag: member="bdm::MixEF::build_est" ref="ad74a8d1370c63c93ec554908ae3e6006" args="()" --> 
    174 void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#ad74a8d1370c63c93ec554908ae3e6006">build_est</a> ()</td></tr> 
    175 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Auxiliary function for use in constructors. <br/></td></tr> 
    176 <tr><td colspan="2"><h2>Protected Attributes</h2></td></tr> 
    177 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a38ca1d86e977d1c38810a3c95bf074a5"></a><!-- doxytag: member="bdm::MixEF::n" ref="a38ca1d86e977d1c38810a3c95bf074a5" args="" --> 
    178 int&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a38ca1d86e977d1c38810a3c95bf074a5">n</a></td></tr> 
    179 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Number of components. <br/></td></tr> 
    180 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a90c21ab5a2af56d4b49e2eaef6eccc08"></a><!-- doxytag: member="bdm::MixEF::Coms" ref="a90c21ab5a2af56d4b49e2eaef6eccc08" args="" --> 
    181 Array&lt; <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> * &gt;&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a90c21ab5a2af56d4b49e2eaef6eccc08">Coms</a></td></tr> 
    182 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Models for Components of <img class="formulaInl" alt="$\theta_i$" src="form_43.png"/>. <br/></td></tr> 
    183 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ae39faa70cebadc3296bd249040105e86"></a><!-- doxytag: member="bdm::MixEF::weights" ref="ae39faa70cebadc3296bd249040105e86" args="" --> 
    184 <a class="el" href="classbdm_1_1multiBM.html">multiBM</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#ae39faa70cebadc3296bd249040105e86">weights</a></td></tr> 
    185 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Statistics for weights. <br/></td></tr> 
    186 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a9413fb7f1836237aac807fb9f245e4f6"></a><!-- doxytag: member="bdm::MixEF::est" ref="a9413fb7f1836237aac807fb9f245e4f6" args="" --> 
    187 <a class="el" href="classbdm_1_1eprod.html">eprod</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a9413fb7f1836237aac807fb9f245e4f6">est</a></td></tr> 
    188 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Posterior on component parameters. <br/></td></tr> 
    189 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="aa2376ddadb7573532404452d0c2dd28a"></a><!-- doxytag: member="bdm::MixEF::method" ref="aa2376ddadb7573532404452d0c2dd28a" args="" --> 
    190 MixEF_METHOD&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#aa2376ddadb7573532404452d0c2dd28a">method</a></td></tr> 
    191 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Flag for a method that is used in the inference. <br/></td></tr> 
    192 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a1331865e10fb1ccef65bb4c47fa3be64"></a><!-- doxytag: member="bdm::MixEF::frg" ref="a1331865e10fb1ccef65bb4c47fa3be64" args="" --> 
    193 double&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#a1331865e10fb1ccef65bb4c47fa3be64">frg</a></td></tr> 
    194 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">forgetting factor <br/></td></tr> 
    195 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a06e7b3ac03e10017d4288c76888e2865"></a><!-- doxytag: member="bdm::MixEF::last_lognc" ref="a06e7b3ac03e10017d4288c76888e2865" args="" --> 
    196 double&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#a06e7b3ac03e10017d4288c76888e2865">last_lognc</a></td></tr> 
    197 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">cached value of lognc() in the previous step (used in evaluation of <code>ll</code> ) <br/></td></tr> 
    198 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ac400357e37d27a4834b2b1d9211009ed"></a><!-- doxytag: member="bdm::MixEF::drv" ref="ac400357e37d27a4834b2b1d9211009ed" args="" --> 
    199 <a class="el" href="classbdm_1_1RV.html">RV</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#ac400357e37d27a4834b2b1d9211009ed">drv</a></td></tr> 
    200 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Random variable of the data (optional). <br/></td></tr> 
    201 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a4064b6559d962633e4372b12f4cd204a"></a><!-- doxytag: member="bdm::MixEF::ll" ref="a4064b6559d962633e4372b12f4cd204a" args="" --> 
    202 double&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#a4064b6559d962633e4372b12f4cd204a">ll</a></td></tr> 
    203 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Logarithm of marginalized data likelihood. <br/></td></tr> 
    204 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="afaff0ad12556fe7dc0e2807d4fd938ee"></a><!-- doxytag: member="bdm::MixEF::evalll" ref="afaff0ad12556fe7dc0e2807d4fd938ee" args="" --> 
    205 bool&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#afaff0ad12556fe7dc0e2807d4fd938ee">evalll</a></td></tr> 
    206 <tr><td class="mdescLeft">&nbsp;</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> 
    207 <tr><td colspan="2"><h2>Extension to conditional BM</h2></td></tr> 
    208 <tr><td colspan="2"><p><a class="anchor" id="amgrp74e1db869c28ea37aac65bd658ff5da4"></a> This extension is useful e.g. in Marginalized Particle Filter (<a class="el" href="classbdm_1_1MPF.html">bdm::MPF</a>). Alternatively, it can be used for automated connection to <a class="el" href="classbdm_1_1DS.html" title="Abstract class for discrete-time sources of data.">DS</a> when the condition is observed </p> 
    209 <br/><br/></td></tr> 
    210 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ab5e8e016be16e4029c789063cb3f3b33"></a><!-- doxytag: member="bdm::MixEF::_rvc" ref="ab5e8e016be16e4029c789063cb3f3b33" args="() const " --> 
    211 const <a class="el" href="classbdm_1_1RV.html">RV</a> &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#ab5e8e016be16e4029c789063cb3f3b33">_rvc</a> () const </td></tr> 
    212 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">access function <br/></td></tr> 
    213 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a6799f4b16a6a59ed58b1d0d6e17116f4"></a><!-- doxytag: member="bdm::MixEF::condition" ref="a6799f4b16a6a59ed58b1d0d6e17116f4" args="(const vec &amp;val)" --> 
    214 virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#a6799f4b16a6a59ed58b1d0d6e17116f4">condition</a> (const vec &amp;val)</td></tr> 
    215 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Substitute <code>val</code> for <code>rvc</code>. <br/></td></tr> 
    216 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ade95c590d650b2db423d53992f0906cb"></a><!-- doxytag: member="bdm::MixEF::rvc" ref="ade95c590d650b2db423d53992f0906cb" args="" --> 
    217 <a class="el" href="classbdm_1_1RV.html">RV</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#ade95c590d650b2db423d53992f0906cb">rvc</a></td></tr> 
    218 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Name of extension variable. <br/></td></tr> 
    219 <tr><td colspan="2"><h2>Logging of results</h2></td></tr> 
    220 <tr><td colspan="2"><p><a class="anchor" id="amgrp5b751fa78120752d90ae4487df3bfa73"></a> </p> 
    221 <br/><br/></td></tr> 
    222 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="aadb539fa2585c8a2a91c54e5aebf330e"></a><!-- doxytag: member="bdm::MixEF::set_options" ref="aadb539fa2585c8a2a91c54e5aebf330e" args="(const string &amp;opt)" --> 
    223 virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#aadb539fa2585c8a2a91c54e5aebf330e">set_options</a> (const string &amp;opt)</td></tr> 
    224 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Set boolean options from a string, recognized are: "logbounds,logll". <br/></td></tr> 
    225 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a2298ca6af9b13a78a4c9e18ab43f1827"></a><!-- doxytag: member="bdm::MixEF::log_add" ref="a2298ca6af9b13a78a4c9e18ab43f1827" args="(logger &amp;L, const string &amp;name=&quot;&quot;)" --> 
    226 virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#a2298ca6af9b13a78a4c9e18ab43f1827">log_add</a> (<a class="el" href="classbdm_1_1logger.html">logger</a> &amp;L, const string &amp;name=&quot;&quot;)</td></tr> 
    227 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Add all logged variables to a <a class="el" href="classbdm_1_1logger.html" title="Class for storing results (and semi-results) of an experiment.">logger</a>. <br/></td></tr> 
    228 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="ab517e1679eaa94e803ea4cd0b8efbcd7"></a><!-- doxytag: member="bdm::MixEF::logit" ref="ab517e1679eaa94e803ea4cd0b8efbcd7" args="(logger &amp;L)" --> 
     180 
     181<tr><td colspan="2"><br><h2>Protected Member Functions</h2></td></tr> 
     182<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="d74a8d1370c63c93ec554908ae3e6006"></a><!-- doxytag: member="bdm::MixEF::build_est" ref="d74a8d1370c63c93ec554908ae3e6006" args="()" --> 
     183void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#d74a8d1370c63c93ec554908ae3e6006">build_est</a> ()</td></tr> 
     184 
     185<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Auxiliary function for use in constructors. <br></td></tr> 
     186<tr><td colspan="2"><br><h2>Protected Attributes</h2></td></tr> 
     187<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="38ca1d86e977d1c38810a3c95bf074a5"></a><!-- doxytag: member="bdm::MixEF::n" ref="38ca1d86e977d1c38810a3c95bf074a5" args="" --> 
     188int&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#38ca1d86e977d1c38810a3c95bf074a5">n</a></td></tr> 
     189 
     190<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Number of components. <br></td></tr> 
     191<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="90c21ab5a2af56d4b49e2eaef6eccc08"></a><!-- doxytag: member="bdm::MixEF::Coms" ref="90c21ab5a2af56d4b49e2eaef6eccc08" args="" --> 
     192Array&lt; <a class="el" href="classbdm_1_1BMEF.html">BMEF</a> * &gt;&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#90c21ab5a2af56d4b49e2eaef6eccc08">Coms</a></td></tr> 
     193 
     194<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Models for Components of <img class="formulaInl" alt="$\theta_i$" src="form_43.png">. <br></td></tr> 
     195<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="e39faa70cebadc3296bd249040105e86"></a><!-- doxytag: member="bdm::MixEF::weights" ref="e39faa70cebadc3296bd249040105e86" args="" --> 
     196<a class="el" href="classbdm_1_1multiBM.html">multiBM</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#e39faa70cebadc3296bd249040105e86">weights</a></td></tr> 
     197 
     198<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Statistics for weights. <br></td></tr> 
     199<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="9413fb7f1836237aac807fb9f245e4f6"></a><!-- doxytag: member="bdm::MixEF::est" ref="9413fb7f1836237aac807fb9f245e4f6" args="" --> 
     200<a class="el" href="classbdm_1_1eprod.html">eprod</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#9413fb7f1836237aac807fb9f245e4f6">est</a></td></tr> 
     201 
     202<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Posterior on component parameters. <br></td></tr> 
     203<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="a2376ddadb7573532404452d0c2dd28a"></a><!-- doxytag: member="bdm::MixEF::method" ref="a2376ddadb7573532404452d0c2dd28a" args="" --> 
     204MixEF_METHOD&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1MixEF.html#a2376ddadb7573532404452d0c2dd28a">method</a></td></tr> 
     205 
     206<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Flag for a method that is used in the inference. <br></td></tr> 
     207<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="1331865e10fb1ccef65bb4c47fa3be64"></a><!-- doxytag: member="bdm::MixEF::frg" ref="1331865e10fb1ccef65bb4c47fa3be64" args="" --> 
     208double&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#1331865e10fb1ccef65bb4c47fa3be64">frg</a></td></tr> 
     209 
     210<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">forgetting factor <br></td></tr> 
     211<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="06e7b3ac03e10017d4288c76888e2865"></a><!-- doxytag: member="bdm::MixEF::last_lognc" ref="06e7b3ac03e10017d4288c76888e2865" args="" --> 
     212double&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BMEF.html#06e7b3ac03e10017d4288c76888e2865">last_lognc</a></td></tr> 
     213 
     214<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">cached value of lognc() in the previous step (used in evaluation of <code>ll</code> ) <br></td></tr> 
     215<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="c400357e37d27a4834b2b1d9211009ed"></a><!-- doxytag: member="bdm::MixEF::drv" ref="c400357e37d27a4834b2b1d9211009ed" args="" --> 
     216<a class="el" href="classbdm_1_1RV.html">RV</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#c400357e37d27a4834b2b1d9211009ed">drv</a></td></tr> 
     217 
     218<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Random variable of the data (optional). <br></td></tr> 
     219<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="4064b6559d962633e4372b12f4cd204a"></a><!-- doxytag: member="bdm::MixEF::ll" ref="4064b6559d962633e4372b12f4cd204a" args="" --> 
     220double&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#4064b6559d962633e4372b12f4cd204a">ll</a></td></tr> 
     221 
     222<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Logarithm of marginalized data likelihood. <br></td></tr> 
     223<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="faff0ad12556fe7dc0e2807d4fd938ee"></a><!-- doxytag: member="bdm::MixEF::evalll" ref="faff0ad12556fe7dc0e2807d4fd938ee" args="" --> 
     224bool&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#faff0ad12556fe7dc0e2807d4fd938ee">evalll</a></td></tr> 
     225 
     226<tr><td class="mdescLeft">&nbsp;</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> 
     227<tr><td colspan="2"><br><h2>Extension to conditional BM</h2></td></tr> 
     228<tr><td colspan="2">This extension is useful e.g. in Marginalized Particle Filter (<a class="el" href="classbdm_1_1MPF.html">bdm::MPF</a>). Alternatively, it can be used for automated connection to <a class="el" href="classbdm_1_1DS.html" title="Abstract class for discrete-time sources of data.">DS</a> when the condition is observed <br><br></td></tr> 
     229<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="b5e8e016be16e4029c789063cb3f3b33"></a><!-- doxytag: member="bdm::MixEF::_rvc" ref="b5e8e016be16e4029c789063cb3f3b33" args="() const " --> 
     230const <a class="el" href="classbdm_1_1RV.html">RV</a> &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#b5e8e016be16e4029c789063cb3f3b33">_rvc</a> () const </td></tr> 
     231 
     232<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">access function <br></td></tr> 
     233<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="6799f4b16a6a59ed58b1d0d6e17116f4"></a><!-- doxytag: member="bdm::MixEF::condition" ref="6799f4b16a6a59ed58b1d0d6e17116f4" args="(const vec &amp;val)" --> 
     234virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#6799f4b16a6a59ed58b1d0d6e17116f4">condition</a> (const vec &amp;val)</td></tr> 
     235 
     236<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Substitute <code>val</code> for <code>rvc</code>. <br></td></tr> 
     237<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="de95c590d650b2db423d53992f0906cb"></a><!-- doxytag: member="bdm::MixEF::rvc" ref="de95c590d650b2db423d53992f0906cb" args="" --> 
     238<a class="el" href="classbdm_1_1RV.html">RV</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#de95c590d650b2db423d53992f0906cb">rvc</a></td></tr> 
     239 
     240<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Name of extension variable. <br></td></tr> 
     241<tr><td colspan="2"><br><h2>Logging of results</h2></td></tr> 
     242<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="adb539fa2585c8a2a91c54e5aebf330e"></a><!-- doxytag: member="bdm::MixEF::set_options" ref="adb539fa2585c8a2a91c54e5aebf330e" args="(const string &amp;opt)" --> 
     243virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#adb539fa2585c8a2a91c54e5aebf330e">set_options</a> (const string &amp;opt)</td></tr> 
     244 
     245<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Set boolean options from a string, recognized are: "logbounds,logll". <br></td></tr> 
     246<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="2298ca6af9b13a78a4c9e18ab43f1827"></a><!-- doxytag: member="bdm::MixEF::log_add" ref="2298ca6af9b13a78a4c9e18ab43f1827" args="(logger &amp;L, const string &amp;name=&quot;&quot;)" --> 
     247virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#2298ca6af9b13a78a4c9e18ab43f1827">log_add</a> (<a class="el" href="classbdm_1_1logger.html">logger</a> &amp;L, const string &amp;name=&quot;&quot;)</td></tr> 
     248 
     249<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Add all logged variables to a <a class="el" href="classbdm_1_1logger.html" title="Class for storing results (and semi-results) of an experiment.">logger</a>. <br></td></tr> 
     250<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="b517e1679eaa94e803ea4cd0b8efbcd7"></a><!-- doxytag: member="bdm::MixEF::logit" ref="b517e1679eaa94e803ea4cd0b8efbcd7" args="(logger &amp;L)" --> 
    229251virtual void&nbsp;</td><td class="memItemRight" valign="bottom"><b>logit</b> (<a class="el" href="classbdm_1_1logger.html">logger</a> &amp;L)</td></tr> 
    230 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a109c1a626a69031658e3a44e9e500cca"></a><!-- doxytag: member="bdm::MixEF::LIDs" ref="a109c1a626a69031658e3a44e9e500cca" args="" --> 
    231 ivec&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#a109c1a626a69031658e3a44e9e500cca">LIDs</a></td></tr> 
    232 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">IDs of storages in loggers 4:[1=mean,2=lb,3=ub,4=ll]. <br/></td></tr> 
    233 <tr><td class="memItemLeft" align="right" valign="top"><a class="anchor" id="a398b7e7a162cf37d0022d6126495f207"></a><!-- doxytag: member="bdm::MixEF::LFlags" ref="a398b7e7a162cf37d0022d6126495f207" args="" --> 
    234 ivec&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#a398b7e7a162cf37d0022d6126495f207">LFlags</a></td></tr> 
    235 <tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Flags for logging - same size as LIDs, each entry correspond to the same in LIDs. <br/></td></tr> 
     252 
     253<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="109c1a626a69031658e3a44e9e500cca"></a><!-- doxytag: member="bdm::MixEF::LIDs" ref="109c1a626a69031658e3a44e9e500cca" args="" --> 
     254ivec&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#109c1a626a69031658e3a44e9e500cca">LIDs</a></td></tr> 
     255 
     256<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">IDs of storages in loggers 4:[1=mean,2=lb,3=ub,4=ll]. <br></td></tr> 
     257<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="398b7e7a162cf37d0022d6126495f207"></a><!-- doxytag: member="bdm::MixEF::LFlags" ref="398b7e7a162cf37d0022d6126495f207" args="" --> 
     258ivec&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classbdm_1_1BM.html#398b7e7a162cf37d0022d6126495f207">LFlags</a></td></tr> 
     259 
     260<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Flags for logging - same size as LIDs, each entry correspond to the same in LIDs. <br></td></tr> 
    236261</table> 
    237 <hr/><h2>Member Function Documentation</h2> 
    238 <a class="anchor" id="a62d2e4691bed41a1efa6b9c2e35e5c67"></a><!-- doxytag: member="bdm::MixEF::_copy_" ref="a62d2e4691bed41a1efa6b9c2e35e5c67" args="() const " --> 
     262<hr><a name="_details"></a><h2>Detailed Description</h2> 
     263Mixture of Exponential Family Densities.  
     264<p> 
     265An approximate estimation method for models with latent discrete variable, such as mixture models of the following kind: <p class="formulaDsp"> 
     266<img class="formulaDsp" alt="\[ f(y_t|\psi_t, \Theta) = \sum_{i=1}^{n} w_i f(y_t|\psi_t, \theta_i) \]" src="form_40.png"> 
     267<p> 
     268 where <img class="formulaInl" alt="$\psi$" src="form_41.png"> is a known function of past outputs, <img class="formulaInl" alt="$w=[w_1,\ldots,w_n]$" src="form_42.png"> are component weights, and component parameters <img class="formulaInl" alt="$\theta_i$" src="form_43.png"> are assumed to be mutually independent. <img class="formulaInl" alt="$\Theta$" src="form_44.png"> is an aggregation af all component parameters and weights, i.e. <img class="formulaInl" alt="$\Theta = [\theta_1,\ldots,\theta_n,w]$" src="form_45.png">.<p> 
     269The characteristic feature of this model is that if the exact values of the latent variable were known, estimation of the parameters can be handled by a single model. For example, for the case of mixture models, posterior density for each component parameters would be a BayesianModel from Exponential Family.<p> 
     270This class uses EM-style type algorithms for estimation of its parameters. Under this simplification, the posterior density is a product of exponential family members, hence under EM-style approximate estimation this class itself belongs to the exponential family.<p> 
     271TODO: Extend <a class="el" href="classbdm_1_1BM.html" title="Bayesian Model of a system, i.e. all uncertainty is modeled by probabilities.">BM</a> to use rvc. <hr><h2>Member Function Documentation</h2> 
     272<a class="anchor" name="62d2e4691bed41a1efa6b9c2e35e5c67"></a><!-- doxytag: member="bdm::MixEF::_copy_" ref="62d2e4691bed41a1efa6b9c2e35e5c67" args="() const " --> 
    239273<div class="memitem"> 
    240274<div class="memproto"> 
    241275      <table class="memname"> 
    242276        <tr> 
    243           <td class="memname"><a class="el" href="classbdm_1_1BMEF.html">BMEF</a>* bdm::BMEF::_copy_ </td> 
     277          <td class="memname"><a class="el" href="classbdm_1_1BMEF.html">BMEF</a>* bdm::BMEF::_copy_           </td> 
    244278          <td>(</td> 
    245           <td class="paramname"></td> 
     279          <td class="paramname">          </td> 
    246280          <td>&nbsp;)&nbsp;</td> 
    247281          <td> const<code> [inline, virtual, inherited]</code></td> 
    … …  
    250284</div> 
    251285<div class="memdoc"> 
    252 <p>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: </p> 
    253 <div class="fragment"><pre class="fragment"> BM* <a class="code" href="classbdm_1_1BMEF.html#a62d2e4691bed41a1efa6b9c2e35e5c67">_copy_</a>()<span class="keyword"> const </span>{<span class="keywordflow">return</span> <span class="keyword">new</span> BM(*<span class="keyword">this</span>);}  
     286 
     287<p> 
     288Copy 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: <div class="fragment"><pre class="fragment"> BM* <a class="code" href="classbdm_1_1BMEF.html#62d2e4691bed41a1efa6b9c2e35e5c67">_copy_</a>()<span class="keyword"> const </span>{<span class="keywordflow">return</span> <span class="keyword">new</span> BM(*<span class="keyword">this</span>);}  
    254289</pre></div>  
    255 <p>Reimplemented from <a class="el" href="classbdm_1_1BM.html#a40f01563651c1e4fe926189e41a6b8ab">bdm::BM</a>.</p> 
    256  
    257 <p>Reimplemented in <a class="el" href="classbdm_1_1ARX.html#aca0b54c0997cfd567f49377af5def106">bdm::ARX</a>, and <a class="el" href="classbdm_1_1ARXfrg.html#a420f3f195d231723f2f2329ec900de60">bdm::ARXfrg</a>.</p> 
     290<p>Reimplemented from <a class="el" href="classbdm_1_1BM.html#40f01563651c1e4fe926189e41a6b8ab">bdm::BM</a>.</p> 
     291 
     292<p>Reimplemented in <a class="el" href="classbdm_1_1ARX.html#ca0b54c0997cfd567f49377af5def106">bdm::ARX</a>, and <a class="el" href="classbdm_1_1ARXfrg.html#420f3f195d231723f2f2329ec900de60">bdm::ARXfrg</a>.</p> 
    258293 
    259294<p>References <a class="el" href="bdmerror_8h_source.html#l00051">bdm_error</a>.</p> 
    … …  
    262297 
    263298</div> 
    264 </div> 
    265 <a class="anchor" id="a0c2a50789b30769964a909d217125ed2"></a><!-- doxytag: member="bdm::MixEF::init" ref="a0c2a50789b30769964a909d217125ed2" args="(BMEF *Com0, const mat &amp;Data, int c=5)" --> 
     299</div><p> 
     300<a class="anchor" name="0c2a50789b30769964a909d217125ed2"></a><!-- doxytag: member="bdm::MixEF::init" ref="0c2a50789b30769964a909d217125ed2" args="(BMEF *Com0, const mat &amp;Data, int c=5)" --> 
    266301<div class="memitem"> 
    267302<div class="memproto"> 
    268303      <table class="memname"> 
    269304        <tr> 
    270           <td class="memname">void bdm::MixEF::init </td> 
     305          <td class="memname">void bdm::MixEF::init           </td> 
    271306          <td>(</td> 
    272307          <td class="paramtype"><a class="el" href="classbdm_1_1BMEF.html">BMEF</a> *&nbsp;</td> 
    … …  
    293328</div> 
    294329<div class="memdoc"> 
    295 <p>Initializing the mixture by a random pick of centroids from data </p> 
    296 <dl><dt><b>Parameters:</b></dt><dd> 
     330 
     331<p> 
     332Initializing the mixture by a random pick of centroids from data <dl compact><dt><b>Parameters:</b></dt><dd> 
    297333  <table border="0" cellspacing="2" cellpadding="0"> 
    298334    <tr><td valign="top"></td><td valign="top"><em>Com0</em>&nbsp;</td><td>Initial component - necessary to determine its type. </td></tr> 
    … …  
    300336    <tr><td valign="top"></td><td valign="top"><em>c</em>&nbsp;</td><td>Initial number of components, default=5 </td></tr> 
    301337  </table> 
    302   </dd> 
    303338</dl> 
    304339 
    305 <p>References <a class="el" href="exp__family_8h_source.html#l00107">bdm::BMEF::_copy_()</a>, <a class="el" href="mixtures_8h_source.html#l00058">build_est()</a>, <a class="el" href="mixtures_8h_source.html#l00047">Coms</a>, <a class="el" href="mixtures_8h_source.html#l00051">est</a>, <a class="el" href="mixtures_8h_source.html#l00045">n</a>, <a class="el" href="exp__family_8h_source.html#l00455">bdm::multiBM::set_parameters()</a>, and <a class="el" href="mixtures_8h_source.html#l00049">weights</a>.</p> 
     340<p>References <a class="el" href="exp__family_8h_source.html#l00107">bdm::BMEF::_copy_()</a>, <a class="el" href="mixtures_8h_source.html#l00058">build_est()</a>, <a class="el" href="mixtures_8h_source.html#l00047">Coms</a>, <a class="el" href="mixtures_8h_source.html#l00051">est</a>, <a class="el" href="mixtures_8h_source.html#l00045">n</a>, <a class="el" href="exp__family_8h_source.html#l00456">bdm::multiBM::set_parameters()</a>, and <a class="el" href="mixtures_8h_source.html#l00049">weights</a>.</p> 
    306341 
    307342<p>Referenced by <a class="el" href="merger_8cpp_source.html#l00064">bdm::merger_mix::merge()</a>.</p> 
    308343 
    309344</div> 
    310 </div> 
    311 <a class="anchor" id="ada724da464a75e07521941e430929efa"></a><!-- doxytag: member="bdm::MixEF::logpred" ref="ada724da464a75e07521941e430929efa" args="(const vec &amp;dt) const " --> 
     345</div><p> 
     346<a class="anchor" name="da724da464a75e07521941e430929efa"></a><!-- doxytag: member="bdm::MixEF::logpred" ref="da724da464a75e07521941e430929efa" args="(const vec &amp;dt) const " --> 
    312347<div class="memitem"> 
    313348<div class="memproto"> 
    314349      <table class="memname"> 
    315350        <tr> 
    316           <td class="memname">double bdm::MixEF::logpred </td> 
     351          <td class="memname">double bdm::MixEF::logpred           </td> 
    317352          <td>(</td> 
    318353          <td class="paramtype">const vec &amp;&nbsp;</td> 
    319           <td class="paramname"> <em>dt</em></td> 
     354          <td class="paramname"> <em>dt</em>          </td> 
    320355          <td>&nbsp;)&nbsp;</td> 
    321356          <td> const<code> [virtual]</code></td> 
    … …  
    324359</div> 
    325360<div class="memdoc"> 
    326 <p>Evaluates predictive log-likelihood of the given data record I.e. marginal likelihood of the data with the posterior integrated out. </p> 
    327  
    328 <p>Reimplemented from <a class="el" href="classbdm_1_1BM.html#a50257e0c1e5b5c73153ea6e716ad8ae0">bdm::BM</a>.</p> 
    329  
    330 <p>References <a class="el" href="mixtures_8h_source.html#l00047">Coms</a>, <a class="el" href="exp__family_8h_source.html#l00309">bdm::eDirich::mean()</a>, <a class="el" href="exp__family_8h_source.html#l00453">bdm::multiBM::posterior()</a>, and <a class="el" href="mixtures_8h_source.html#l00049">weights</a>.</p> 
     361 
     362<p> 
     363Evaluates predictive log-likelihood of the given data record I.e. marginal likelihood of the data with the posterior integrated out.  
     364<p>Reimplemented from <a class="el" href="classbdm_1_1BM.html#50257e0c1e5b5c73153ea6e716ad8ae0">bdm::BM</a>.</p> 
     365 
     366<p>References <a class="el" href="mixtures_8h_source.html#l00047">Coms</a>, <a class="el" href="exp__family_8h_source.html#l00310">bdm::eDirich::mean()</a>, <a class="el" href="exp__family_8h_source.html#l00454">bdm::multiBM::posterior()</a>, and <a class="el" href="mixtures_8h_source.html#l00049">weights</a>.</p> 
    331367 
    332368<p>Referenced by <a class="el" href="merger_8h_source.html#l00344">bdm::merger_mix::evallog()</a>, and <a class="el" href="merger_8cpp_source.html#l00064">bdm::merger_mix::merge()</a>.</p> 
    333369 
    334370</div> 
    335 </div> 
    336 <hr/>The documentation for this class was generated from the following files:<ul> 
    337 <li><a class="el" href="mixtures_8h_source.html">mixtures.h</a></li> 
    338 <li>mixtures.cpp</li> 
    339 </ul> 
    340 </div> 
    341 <hr size="1"/><address style="text-align: right;"><small>Generated on Sun Sep 27 00:49:06 2009 for mixpp by&nbsp; 
     371</div><p> 
     372<hr>The documentation for this class was generated from the following files:<ul> 
     373<li><a class="el" href="mixtures_8h_source.html">mixtures.h</a><li>mixtures.cpp</ul> 
     374</div> 
     375<hr size="1"><address style="text-align: right;"><small>Generated on Wed Oct 7 17:34:47 2009 for mixpp by&nbsp; 
    342376<a href="http://www.doxygen.org/index.html"> 
    343 <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.6.1 </small></address> 
     377<img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.9 </small></address> 
    344378</body> 
    345379</html>