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65<h1>mog_diag_em.h</h1><a href="mog__diag__em_8h.html">Go to the documentation of this file.</a><div class="fragment"><pre class="fragment"><a name="l00001"></a>00001
66<a name="l00029"></a>00029 <span class="preprocessor">#ifndef MOG_DIAG_EM_H</span>
67<a name="l00030"></a>00030 <span class="preprocessor"></span><span class="preprocessor">#define MOG_DIAG_EM_H</span>
68<a name="l00031"></a>00031 <span class="preprocessor"></span>
69<a name="l00032"></a>00032 <span class="preprocessor">#include &lt;<a class="code" href="mog__diag_8h.html" title="Diagonal Mixture of Gaussians class - header file.">itpp/stat/mog_diag.h</a>&gt;</span>
70<a name="l00033"></a>00033
71<a name="l00034"></a>00034
72<a name="l00035"></a>00035 <span class="keyword">namespace </span>itpp
73<a name="l00036"></a>00036 {
74<a name="l00037"></a>00037
75<a name="l00042"></a><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html">00042</a> <span class="keyword">class </span><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html" title="support class for MOG_diag_ML() and MOG_diag_MAP()">MOG_diag_EM_sup</a> : <span class="keyword">public</span> <a class="code" href="classitpp_1_1MOG__diag.html" title="Diagonal Mixture of Gaussians (MOG) class.">MOG_diag</a>
76<a name="l00043"></a>00043 {
77<a name="l00044"></a>00044
78<a name="l00045"></a>00045 <span class="keyword">public</span>:
79<a name="l00046"></a>00046
80<a name="l00048"></a><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#06eccaf49e6f647d2487918d9e41d2f9">00048</a>   <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#06eccaf49e6f647d2487918d9e41d2f9" title="Default constructor.">MOG_diag_EM_sup</a>() { <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#7af519474cd8ae2552495ab65cdd18a1" title="Whether we print the progress.">verbose</a> = <span class="keyword">false</span>; }
81<a name="l00049"></a>00049
82<a name="l00051"></a><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#eb190320d30e7be3b17c2890d4d2b30c">00051</a>   <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#eb190320d30e7be3b17c2890d4d2b30c" title="Default destructor.">~MOG_diag_EM_sup</a>() { }
83<a name="l00052"></a>00052
84<a name="l00054"></a>00054   <span class="keywordtype">void</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#929189d3717984ff694062927c1f179e" title="ADD DOCUMENTATION HERE.">ml</a>(<a class="code" href="classitpp_1_1MOG__diag.html" title="Diagonal Mixture of Gaussians (MOG) class.">MOG_diag</a> &amp;model_in, <a class="code" href="classitpp_1_1Array.html">Array&lt;vec&gt;</a> &amp;X_in, <span class="keywordtype">int</span> max_iter_in = 10, <span class="keywordtype">double</span> var_floor_in = 0.0, <span class="keywordtype">double</span> weight_floor_in = 0.0, <span class="keywordtype">bool</span> verbose_in = <span class="keyword">false</span>);
85<a name="l00056"></a>00056   <span class="keywordtype">void</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#88f40524228d5af69246e6d45bb68c8e" title="ADD DOCUMENTATION HERE.">map</a>(<a class="code" href="classitpp_1_1MOG__diag.html" title="Diagonal Mixture of Gaussians (MOG) class.">MOG_diag</a> &amp;model_in, <a class="code" href="classitpp_1_1MOG__diag.html" title="Diagonal Mixture of Gaussians (MOG) class.">MOG_diag</a> &amp;prior_model, <a class="code" href="classitpp_1_1Array.html">Array&lt;vec&gt;</a> &amp;X_in, <span class="keywordtype">int</span> max_iter_in = 10, <span class="keywordtype">double</span> alpha_in = 0.5, <span class="keywordtype">double</span> var_floor_in = 0.0, <span class="keywordtype">double</span> weight_floor_in = 0.0, <span class="keywordtype">bool</span> verbose_in = <span class="keyword">false</span>);
86<a name="l00057"></a>00057
87<a name="l00058"></a>00058 <span class="keyword">protected</span>:
88<a name="l00059"></a>00059
89<a name="l00061"></a><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#7af519474cd8ae2552495ab65cdd18a1">00061</a>   <span class="keywordtype">bool</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#7af519474cd8ae2552495ab65cdd18a1" title="Whether we print the progress.">verbose</a>;
90<a name="l00062"></a>00062
91<a name="l00064"></a><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#51b76acb6256309ad4d77f770c0e9f27">00064</a>   <span class="keywordtype">int</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#51b76acb6256309ad4d77f770c0e9f27" title="number of training vectors">N</a>;
92<a name="l00065"></a>00065
93<a name="l00067"></a><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#031e6fd5468f0ba8afc3600fd6535918">00067</a>   <span class="keywordtype">int</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#031e6fd5468f0ba8afc3600fd6535918" title="Maximum number of iterations.">max_iter</a>;
94<a name="l00068"></a>00068
95<a name="l00070"></a><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#fd42443f486c895d094aadfe2bf98039">00070</a>   <span class="keywordtype">double</span> ** <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#fd42443f486c895d094aadfe2bf98039" title="&amp;#39;C&amp;#39; pointers to training vectors">c_X</a>;
96<a name="l00071"></a>00071
97<a name="l00073"></a><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#04122df146872967af081040f59aa819">00073</a>   <span class="keywordtype">double</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#04122df146872967af081040f59aa819" title="ADD DOCUMENTATION HERE.">var_floor</a>;
98<a name="l00075"></a><a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#40c34d38d70c8169c651bb612b84aa6a">00075</a>   <span class="keywordtype">double</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#40c34d38d70c8169c651bb612b84aa6a" title="ADD DOCUMENTATION HERE.">weight_floor</a>;
99<a name="l00076"></a>00076
100<a name="l00078"></a>00078   <span class="keywordtype">void</span> <span class="keyword">inline</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#532a54a91379d1949e63585339ad9419" title="ADD DOCUMENTATION HERE.">update_internals</a>();
101<a name="l00080"></a>00080   <span class="keywordtype">void</span> <span class="keyword">inline</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#407c7fa985e65066bad7e6ca86cf2f47" title="ADD DOCUMENTATION HERE.">sanitise_params</a>();
102<a name="l00082"></a>00082   <span class="keywordtype">double</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#a7f4783f45233f2caf53eb8cdfda9b78" title="ADD DOCUMENTATION HERE.">ml_update_params</a>();
103<a name="l00084"></a>00084   <span class="keywordtype">void</span> <a class="code" href="classitpp_1_1MOG__diag__EM__sup.html#babd7d97bf86698a3832bc50303b1e38" title="ADD DOCUMENTATION HERE.">ml_iterate</a>();
104<a name="l00085"></a>00085
105<a name="l00086"></a>00086 <span class="keyword">private</span>:
106<a name="l00087"></a>00087
107<a name="l00088"></a>00088   vec tmpvecK;
108<a name="l00089"></a>00089   vec tmpvecD;
109<a name="l00090"></a>00090   vec acc_loglhood_K;
110<a name="l00091"></a>00091
111<a name="l00092"></a>00092   <a class="code" href="classitpp_1_1Array.html">Array&lt;vec&gt;</a> acc_means;
112<a name="l00093"></a>00093   <a class="code" href="classitpp_1_1Array.html">Array&lt;vec&gt;</a> acc_covs;
113<a name="l00094"></a>00094
114<a name="l00095"></a>00095   <span class="keywordtype">double</span> * c_tmpvecK;
115<a name="l00096"></a>00096   <span class="keywordtype">double</span> * c_tmpvecD;
116<a name="l00097"></a>00097   <span class="keywordtype">double</span> * c_acc_loglhood_K;
117<a name="l00098"></a>00098
118<a name="l00099"></a>00099   <span class="keywordtype">double</span> ** c_acc_means;
119<a name="l00100"></a>00100   <span class="keywordtype">double</span> ** c_acc_covs;
120<a name="l00101"></a>00101
121<a name="l00102"></a>00102
122<a name="l00103"></a>00103 };
123<a name="l00104"></a>00104
124<a name="l00105"></a>00105 <span class="comment">//</span>
125<a name="l00106"></a>00106 <span class="comment">// convenience functions</span>
126<a name="l00107"></a>00107
127<a name="l00135"></a>00135 <span class="keywordtype">void</span> <a class="code" href="group__MOG.html#g7b86d84e61a3056418f08b7ac0686805">MOG_diag_ML</a>(<a class="code" href="classitpp_1_1MOG__diag.html" title="Diagonal Mixture of Gaussians (MOG) class.">MOG_diag</a> &amp;model_in, <a class="code" href="classitpp_1_1Array.html">Array&lt;vec&gt;</a> &amp;X_in, <span class="keywordtype">int</span> max_iter_in = 10, <span class="keywordtype">double</span> var_floor_in = 0.0, <span class="keywordtype">double</span> weight_floor_in = 0.0, <span class="keywordtype">bool</span> verbose_in = <span class="keyword">false</span>);
128<a name="l00136"></a>00136
129<a name="l00155"></a>00155 <span class="keywordtype">void</span> MOG_diag_MAP(<a class="code" href="classitpp_1_1MOG__diag.html" title="Diagonal Mixture of Gaussians (MOG) class.">MOG_diag</a> &amp;model_in, <a class="code" href="classitpp_1_1MOG__diag.html" title="Diagonal Mixture of Gaussians (MOG) class.">MOG_diag</a> &amp;prior_model_in, <a class="code" href="classitpp_1_1Array.html">Array&lt;vec&gt;</a> &amp;X_in, <span class="keywordtype">int</span> max_iter_in = 10, <span class="keywordtype">double</span> alpha_in = 0.5, <span class="keywordtype">double</span> var_floor_in = 0.0, <span class="keywordtype">double</span> weight_floor_in = 0.0, <span class="keywordtype">bool</span> verbose_in = <span class="keyword">false</span>);
130<a name="l00156"></a>00156
131<a name="l00157"></a>00157 }
132<a name="l00158"></a>00158
133<a name="l00159"></a>00159 <span class="preprocessor">#endif // #ifndef MOG_DIAG_EM_H</span>
134<a name="l00160"></a>00160 <span class="preprocessor"></span>
135</pre></div></div>
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