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65<h1>merger.h</h1><a href="merger_8h.html">Go to the documentation of this file.</a><div class="fragment"><pre class="fragment"><a name="l00001"></a>00001
66<a name="l00013"></a>00013 <span class="preprocessor">#ifndef MER_H</span>
67<a name="l00014"></a>00014 <span class="preprocessor"></span><span class="preprocessor">#define MER_H</span>
68<a name="l00015"></a>00015 <span class="preprocessor"></span>
69<a name="l00016"></a>00016
70<a name="l00017"></a>00017 <span class="preprocessor">#include "<a class="code" href="mixef_8h.html" title="Bayesian Filtering for mixtures of exponential family (EF) members.">mixef.h</a>"</span>
71<a name="l00018"></a>00018
72<a name="l00019"></a>00019 <span class="keyword">namespace </span>bdm
73<a name="l00020"></a>00020 {
74<a name="l00021"></a>00021         <span class="keyword">using</span> std::string;
75<a name="l00022"></a>00022
76<a name="l00029"></a><a class="code" href="classbdm_1_1merger.html">00029</a>         <span class="keyword">class </span><a class="code" href="classbdm_1_1merger.html" title="Function for general combination of pdfs.">merger</a> : <span class="keyword">public</span> <a class="code" href="classbdm_1_1compositepdf.html" title="Abstract composition of pdfs, will be used for specific classes this abstract class...">compositepdf</a>, <span class="keyword">public</span> <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>
77<a name="l00030"></a>00030         {
78<a name="l00031"></a>00031                 <span class="keyword">protected</span>:
79<a name="l00033"></a><a class="code" href="classbdm_1_1merger.html#67ae71cbf0686d7c7bf116fa5db86d81">00033</a>                         <a class="code" href="classbdm_1_1MixEF.html" title="Mixture of Exponential Family Densities.">MixEF</a> <a class="code" href="classbdm_1_1merger.html#67ae71cbf0686d7c7bf116fa5db86d81" title="Internal mixture of EF models.">Mix</a>;
80<a name="l00035"></a><a class="code" href="classbdm_1_1merger.html#ea3c9f4739f857877fd5285b3973289c">00035</a>                         Array&lt;datalink_m2e*&gt; <a class="code" href="classbdm_1_1merger.html#ea3c9f4739f857877fd5285b3973289c" title="Data link for each mpdf in mpdfs.">dls</a>;
81<a name="l00037"></a><a class="code" href="classbdm_1_1merger.html#135b938f841cb88ad00a8bbded818703">00037</a>                         Array&lt;RV&gt; <a class="code" href="classbdm_1_1merger.html#135b938f841cb88ad00a8bbded818703" title="Array of rvs that are not modelled by mpdfs at all (aux).">rvzs</a>;
82<a name="l00039"></a><a class="code" href="classbdm_1_1merger.html#6c48bf36ec1f3f7b52e3159cf428a193">00039</a>                         Array&lt;datalink_m2e*&gt; <a class="code" href="classbdm_1_1merger.html#6c48bf36ec1f3f7b52e3159cf428a193" title="Data Links of rv0 mpdfs - these will be conditioned the (rv,rvc) of mpdfs.">zdls</a>;
83<a name="l00040"></a>00040
84<a name="l00042"></a><a class="code" href="classbdm_1_1merger.html#e91b83e6d9076848c71ae27664072109">00042</a>                         <span class="keywordtype">int</span> <a class="code" href="classbdm_1_1merger.html#e91b83e6d9076848c71ae27664072109" title="Number of samples used in approximation.">Ns</a>;
85<a name="l00044"></a><a class="code" href="classbdm_1_1merger.html#214ca7c566e8f75d45bb243d7c74580d">00044</a>                         <span class="keywordtype">int</span> <a class="code" href="classbdm_1_1merger.html#214ca7c566e8f75d45bb243d7c74580d" title="Number of components in a mixture.">Nc</a>;
86<a name="l00046"></a><a class="code" href="classbdm_1_1merger.html#1a85d299f202a70afe0cdc1045c26a5d">00046</a>                         <span class="keywordtype">double</span> <a class="code" href="classbdm_1_1merger.html#1a85d299f202a70afe0cdc1045c26a5d" title="Prior on the log-normal merging model.">beta</a>;
87<a name="l00048"></a><a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94">00048</a>                         <a class="code" href="classbdm_1_1eEmp.html" title="Weighted empirical density.">eEmp</a> <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>;
88<a name="l00049"></a>00049
89<a name="l00051"></a><a class="code" href="classbdm_1_1merger.html#14081d8c5cffdcc6c2f81cb61da41dbe">00051</a>                         <span class="keywordtype">bool</span> <a class="code" href="classbdm_1_1merger.html#14081d8c5cffdcc6c2f81cb61da41dbe" title="debug or not debug">DBG</a>;
90<a name="l00053"></a><a class="code" href="classbdm_1_1merger.html#2b99a4a9384dc088dc164372d206138f">00053</a>                         it_file* <a class="code" href="classbdm_1_1merger.html#2b99a4a9384dc088dc164372d206138f" title="debugging file">dbg</a>;
91<a name="l00055"></a><a class="code" href="classbdm_1_1merger.html#05dc6d9876677fcf84806d39f24e5509">00055</a>                         <span class="keywordtype">bool</span> <a class="code" href="classbdm_1_1merger.html#05dc6d9876677fcf84806d39f24e5509" title="Flag if the samples are fixed or not.">fix_smp</a>;
92<a name="l00056"></a>00056                 <span class="keyword">public</span>:
93<a name="l00058"></a><a class="code" href="classbdm_1_1merger.html#30ae0fa8a88737185f598bf63fec0569">00058</a>                         <a class="code" href="classbdm_1_1merger.html#30ae0fa8a88737185f598bf63fec0569" title="Default constructor.">merger</a> ( <span class="keyword">const</span> Array&lt;mpdf*&gt; &amp;S ) :
94<a name="l00059"></a>00059                                         <a class="code" href="classbdm_1_1compositepdf.html" title="Abstract composition of pdfs, will be used for specific classes this abstract class...">compositepdf</a> ( S ), <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> ( ),
95<a name="l00060"></a>00060                                         <a class="code" href="classbdm_1_1merger.html#67ae71cbf0686d7c7bf116fa5db86d81" title="Internal mixture of EF models.">Mix</a> ( Array&lt;<a class="code" href="classbdm_1_1BMEF.html" title="Estimator for Exponential family.">BMEF</a>*&gt; ( 0 ),vec ( 0 ) ), <a class="code" href="classbdm_1_1merger.html#ea3c9f4739f857877fd5285b3973289c" title="Data link for each mpdf in mpdfs.">dls</a> ( <a class="code" href="classbdm_1_1compositepdf.html#7ca3cd8ed92a7154f5b9ff13b1e9d52a" title="Number of mpdfs in the composite.">n</a> ), <a class="code" href="classbdm_1_1merger.html#135b938f841cb88ad00a8bbded818703" title="Array of rvs that are not modelled by mpdfs at all (aux).">rvzs</a> ( <a class="code" href="classbdm_1_1compositepdf.html#7ca3cd8ed92a7154f5b9ff13b1e9d52a" title="Number of mpdfs in the composite.">n</a> ), <a class="code" href="classbdm_1_1merger.html#6c48bf36ec1f3f7b52e3159cf428a193" title="Data Links of rv0 mpdfs - these will be conditioned the (rv,rvc) of mpdfs.">zdls</a> ( <a class="code" href="classbdm_1_1compositepdf.html#7ca3cd8ed92a7154f5b9ff13b1e9d52a" title="Number of mpdfs in the composite.">n</a> ), <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>()
96<a name="l00061"></a>00061                         {
97<a name="l00062"></a>00062                                 <a class="code" href="classbdm_1_1RV.html" title="Class representing variables, most often random variables.">RV</a> ztmp;
98<a name="l00063"></a>00063                                 <a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a> = <a class="code" href="classbdm_1_1compositepdf.html#c73d39acc4378eee6a63155c3517d3c9" title="find common rv, flag">getrv</a> ( <span class="keyword">false</span> );
99<a name="l00064"></a>00064                                 <a class="code" href="classbdm_1_1RV.html" title="Class representing variables, most often random variables.">RV</a> rvc; <a class="code" href="classbdm_1_1compositepdf.html#c71fc2c51f49d797e61f479f543c75ce" title="common rvc of all mpdfs is written to rvc">setrvc</a> ( <a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a>,rvc ); <span class="comment">// Extend rv by rvc!</span>
100<a name="l00065"></a>00065                                 <a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a>.<a class="code" href="classbdm_1_1RV.html#87841b5ee43997b79789c0c22047e224" title="Add (concat) another variable to the current one,.">add</a> ( rvc );
101<a name="l00066"></a>00066                                 <span class="comment">// get dimension</span>
102<a name="l00067"></a>00067                                 <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a> = <a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a>.<a class="code" href="classbdm_1_1RV.html#de30156104f61d86c94f758861418089">_dsize</a>();
103<a name="l00068"></a>00068
104<a name="l00069"></a>00069                                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classbdm_1_1compositepdf.html#7ca3cd8ed92a7154f5b9ff13b1e9d52a" title="Number of mpdfs in the composite.">n</a>;i++ )
105<a name="l00070"></a>00070                                 {
106<a name="l00071"></a>00071                                         <span class="comment">//Establich connection between mpdfs and merger</span>
107<a name="l00072"></a>00072                                         <a class="code" href="classbdm_1_1merger.html#ea3c9f4739f857877fd5285b3973289c" title="Data link for each mpdf in mpdfs.">dls</a> ( i ) = <span class="keyword">new</span> <a class="code" href="classbdm_1_1datalink__m2e.html" title="data link between">datalink_m2e</a>;<a class="code" href="classbdm_1_1merger.html#ea3c9f4739f857877fd5285b3973289c" title="Data link for each mpdf in mpdfs.">dls</a> ( i )-&gt;set_connection ( <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a> ( i )-&gt;<a class="code" href="classbdm_1_1epdf.html#a4ab378d5e004c3ff3e2d4e64f7bba21" title="Return name (fails when isnamed is false).">_rv</a>(), <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a> ( i )-&gt;_rvc(), <a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a> );
108<a name="l00073"></a>00073                                         <span class="comment">// find out what is missing in each mpdf</span>
109<a name="l00074"></a>00074                                         ztmp= <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a> ( i )-&gt;_rv();
110<a name="l00075"></a>00075                                         ztmp.<a class="code" href="classbdm_1_1RV.html#87841b5ee43997b79789c0c22047e224" title="Add (concat) another variable to the current one,.">add</a> ( <a class="code" href="classbdm_1_1compositepdf.html#23faf2debc4dde10836393b8c665914a" title="Elements of composition.">mpdfs</a> ( i )-&gt;_rvc() );
111<a name="l00076"></a>00076                                         <a class="code" href="classbdm_1_1merger.html#135b938f841cb88ad00a8bbded818703" title="Array of rvs that are not modelled by mpdfs at all (aux).">rvzs</a> ( i ) =<a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a>.<a class="code" href="classbdm_1_1RV.html#aec44dabdf0a6d90fbae95e1356eda39" title="Subtract another variable from the current one.">subt</a> ( ztmp );
112<a name="l00077"></a>00077                                         <a class="code" href="classbdm_1_1merger.html#6c48bf36ec1f3f7b52e3159cf428a193" title="Data Links of rv0 mpdfs - these will be conditioned the (rv,rvc) of mpdfs.">zdls</a> ( i ) = <span class="keyword">new</span> <a class="code" href="classbdm_1_1datalink__m2e.html" title="data link between">datalink_m2e</a>; <a class="code" href="classbdm_1_1merger.html#6c48bf36ec1f3f7b52e3159cf428a193" title="Data Links of rv0 mpdfs - these will be conditioned the (rv,rvc) of mpdfs.">zdls</a> ( i )-&gt;set_connection ( <a class="code" href="classbdm_1_1merger.html#135b938f841cb88ad00a8bbded818703" title="Array of rvs that are not modelled by mpdfs at all (aux).">rvzs</a> ( i ), ztmp, <a class="code" href="classbdm_1_1epdf.html#62c5b8ff71d9ebe6cd58d3c342eb1dc8" title="Description of the random variable.">rv</a> ) ;
113<a name="l00078"></a>00078                                 };
114<a name="l00079"></a>00079                                 <span class="comment">//Set Default values of parameters</span>
115<a name="l00080"></a>00080                                 <a class="code" href="classbdm_1_1merger.html#1a85d299f202a70afe0cdc1045c26a5d" title="Prior on the log-normal merging model.">beta</a>=2.0;
116<a name="l00081"></a>00081                                 <a class="code" href="classbdm_1_1merger.html#e91b83e6d9076848c71ae27664072109" title="Number of samples used in approximation.">Ns</a>=100;
117<a name="l00082"></a>00082                                 <a class="code" href="classbdm_1_1merger.html#214ca7c566e8f75d45bb243d7c74580d" title="Number of components in a mixture.">Nc</a>=10;
118<a name="l00083"></a>00083                                 <a class="code" href="classbdm_1_1merger.html#67ae71cbf0686d7c7bf116fa5db86d81" title="Internal mixture of EF models.">Mix</a>.<a class="code" href="classbdm_1_1MixEF.html#664529d52cc667383b39eeb440ccd577" title="Set which method is to be used.">set_method</a> ( EM );
119<a name="l00084"></a>00084                                 <a class="code" href="classbdm_1_1merger.html#14081d8c5cffdcc6c2f81cb61da41dbe" title="debug or not debug">DBG</a> = <span class="keyword">false</span>;
120<a name="l00085"></a>00085                                 <a class="code" href="classbdm_1_1merger.html#05dc6d9876677fcf84806d39f24e5509" title="Flag if the samples are fixed or not.">fix_smp</a> = <span class="keyword">false</span>;
121<a name="l00086"></a>00086                         }
122<a name="l00088"></a><a class="code" href="classbdm_1_1merger.html#94b5358c9558a8389ac78a65b83244f6">00088</a>                         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1merger.html#94b5358c9558a8389ac78a65b83244f6" title="set debug file">debug_file</a> ( <span class="keyword">const</span> <span class="keywordtype">string</span> fname ) { <span class="keywordflow">if</span> ( <a class="code" href="classbdm_1_1merger.html#14081d8c5cffdcc6c2f81cb61da41dbe" title="debug or not debug">DBG</a> ) <span class="keyword">delete</span> <a class="code" href="classbdm_1_1merger.html#2b99a4a9384dc088dc164372d206138f" title="debugging file">dbg</a>; <a class="code" href="classbdm_1_1merger.html#2b99a4a9384dc088dc164372d206138f" title="debugging file">dbg</a> = <span class="keyword">new</span> it_file ( fname ); <span class="keywordflow">if</span> ( <a class="code" href="classbdm_1_1merger.html#2b99a4a9384dc088dc164372d206138f" title="debugging file">dbg</a> ) <a class="code" href="classbdm_1_1merger.html#14081d8c5cffdcc6c2f81cb61da41dbe" title="debug or not debug">DBG</a>=<span class="keyword">true</span>;}
123<a name="l00090"></a><a class="code" href="classbdm_1_1merger.html#bc867c8e2b4709041bf8802ae9c78e37">00090</a>                         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1merger.html#bc867c8e2b4709041bf8802ae9c78e37" title="Set internal parameters used in approximation.">set_parameters</a> ( <span class="keywordtype">double</span> beta0, <span class="keywordtype">int</span> Ns0, <span class="keywordtype">int</span> Nc0 ) {<a class="code" href="classbdm_1_1merger.html#1a85d299f202a70afe0cdc1045c26a5d" title="Prior on the log-normal merging model.">beta</a>=beta0;<a class="code" href="classbdm_1_1merger.html#e91b83e6d9076848c71ae27664072109" title="Number of samples used in approximation.">Ns</a>=Ns0;<a class="code" href="classbdm_1_1merger.html#214ca7c566e8f75d45bb243d7c74580d" title="Number of components in a mixture.">Nc</a>=Nc0;<a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>.<a class="code" href="classbdm_1_1eEmp.html#c74c281d652356c19b6b079e42ca7ef1" title="Set sample.">set_parameters</a> ( Ns0,<span class="keyword">false</span> );}
124<a name="l00091"></a>00091                         <span class="keywordtype">void</span> set_grid ( Array&lt;vec&gt; &amp;XYZ )
125<a name="l00092"></a>00092                         {
126<a name="l00093"></a>00093                                 <span class="keywordtype">int</span> <a class="code" href="classbdm_1_1epdf.html#16adac20ec7fe07e1ea0b27d917788ce" title="dimension of the random variable">dim</a>=XYZ.length(); ivec szs ( dim );
127<a name="l00094"></a>00094                                 <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i=0; i&lt;dim;i++){szs=XYZ(i).length();}
128<a name="l00095"></a>00095                                 <a class="code" href="classbdm_1_1merger.html#e91b83e6d9076848c71ae27664072109" title="Number of samples used in approximation.">Ns</a>=prod(szs);
129<a name="l00096"></a>00096                                 <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>.set_parameters(<a class="code" href="classbdm_1_1merger.html#e91b83e6d9076848c71ae27664072109" title="Number of samples used in approximation.">Ns</a>,<span class="keyword">false</span>);
130<a name="l00097"></a>00097                                 Array&lt;vec&gt; &amp;samples=<a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>._samples();
131<a name="l00098"></a>00098                                 <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>._w()=ones(<a class="code" href="classbdm_1_1merger.html#e91b83e6d9076848c71ae27664072109" title="Number of samples used in approximation.">Ns</a>)/<a class="code" href="classbdm_1_1merger.html#e91b83e6d9076848c71ae27664072109" title="Number of samples used in approximation.">Ns</a>;
132<a name="l00099"></a>00099                                                 
133<a name="l00100"></a>00100                                 <span class="comment">//set samples</span>
134<a name="l00101"></a>00101                                 ivec is=zeros_i(dim);<span class="comment">//indeces of dimensions in for cycle;</span>
135<a name="l00102"></a>00102                                 vec smpi(dim);
136<a name="l00103"></a>00103                                 <span class="keywordflow">for</span>(<span class="keywordtype">int</span> i=0; i&lt;<a class="code" href="classbdm_1_1merger.html#e91b83e6d9076848c71ae27664072109" title="Number of samples used in approximation.">Ns</a>; i++){
137<a name="l00104"></a>00104                                         <span class="keywordflow">for</span>(<span class="keywordtype">int</span> j=0; j&lt;dim; j++){smpi(j)=XYZ(j)(is(j)); <span class="comment">/* jty vector*/</span> }
138<a name="l00105"></a>00105                                         samples(i)=smpi;
139<a name="l00106"></a>00106                                         <span class="comment">// shift indeces</span>
140<a name="l00107"></a>00107                                         <span class="keywordflow">for</span> (<span class="keywordtype">int</span> j=0;j&lt;dim;j++){
141<a name="l00108"></a>00108                                                 <span class="keywordflow">if</span> (is(j)==szs(j)-1) { <span class="comment">//j-th index is full</span>
142<a name="l00109"></a>00109                                                         is(j)=0; <span class="comment">//shift back</span>
143<a name="l00110"></a>00110                                                         is(j+1)++; <span class="comment">//increase th next dimension;</span>
144<a name="l00111"></a>00111                                                         <span class="keywordflow">if</span> (is(j+1)&lt;szs(j+1)-1) <span class="keywordflow">break</span>;
145<a name="l00112"></a>00112                                                 } <span class="keywordflow">else</span> {
146<a name="l00113"></a>00113                                                         is(j)++; <span class="keywordflow">break</span>;
147<a name="l00114"></a>00114                                                 }
148<a name="l00115"></a>00115                                         }
149<a name="l00116"></a>00116                                 }
150<a name="l00117"></a>00117                                 
151<a name="l00118"></a>00118                                 <a class="code" href="classbdm_1_1merger.html#05dc6d9876677fcf84806d39f24e5509" title="Flag if the samples are fixed or not.">fix_smp</a> = <span class="keyword">true</span>;
152<a name="l00119"></a>00119                         }
153<a name="l00121"></a><a class="code" href="classbdm_1_1merger.html#8ae79a651e93d6e2d611556001af8aa8">00121</a>                         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1merger.html#8ae79a651e93d6e2d611556001af8aa8" title="Initialize the proposal density. This function must be called before merge()!">init</a>()   
154<a name="l00122"></a>00122                         {
155<a name="l00123"></a>00123                                 Array&lt;vec&gt; Smps ( <a class="code" href="classbdm_1_1compositepdf.html#7ca3cd8ed92a7154f5b9ff13b1e9d52a" title="Number of mpdfs in the composite.">n</a> );
156<a name="l00124"></a>00124                                 <span class="comment">//Gibbs sampling</span>
157<a name="l00125"></a>00125                                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0;i&lt;<a class="code" href="classbdm_1_1compositepdf.html#7ca3cd8ed92a7154f5b9ff13b1e9d52a" title="Number of mpdfs in the composite.">n</a>;i++ ) {Smps ( i ) =zeros ( 0 );}
158<a name="l00126"></a>00126                         }
159<a name="l00128"></a>00128                         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1merger.html#b72f4662c9ac760a8b17ebe5d697f3c2" title="Create a mixture density, make sure to call init() before the first call.">merge</a> ( <span class="keyword">const</span> <a class="code" href="classbdm_1_1epdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>* g0 );
160<a name="l00130"></a><a class="code" href="classbdm_1_1merger.html#b72f4662c9ac760a8b17ebe5d697f3c2">00130</a>                         <span class="keywordtype">void</span> <a class="code" href="classbdm_1_1merger.html#b72f4662c9ac760a8b17ebe5d697f3c2" title="Create a mixture density, make sure to call init() before the first call.">merge</a> () {<a class="code" href="classbdm_1_1merger.html#b72f4662c9ac760a8b17ebe5d697f3c2" title="Create a mixture density, make sure to call init() before the first call.">merge</a> ( &amp; ( <a class="code" href="classbdm_1_1merger.html#67ae71cbf0686d7c7bf116fa5db86d81" title="Internal mixture of EF models.">Mix</a>.<a class="code" href="classbdm_1_1MixEF.html#4830916adef7891a207e42f39aaf787b">posterior</a>() ) );};
161<a name="l00131"></a>00131
162<a name="l00133"></a>00133                         vec <a class="code" href="classbdm_1_1merger.html#b90f1b8a21a693176dd953a3b983aa0b" title="Merge log-likelihood values.">lognorm_merge</a> ( mat &amp;lW );
163<a name="l00136"></a><a class="code" href="classbdm_1_1merger.html#0ef73e76eeee44c8e3896e3a271ad974">00136</a>                         vec <a class="code" href="classbdm_1_1merger.html#0ef73e76eeee44c8e3896e3a271ad974">sample</a> ( )<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classbdm_1_1merger.html#67ae71cbf0686d7c7bf116fa5db86d81" title="Internal mixture of EF models.">Mix</a>.<a class="code" href="classbdm_1_1MixEF.html#4830916adef7891a207e42f39aaf787b">posterior</a>().<a class="code" href="classbdm_1_1epdf.html#75ba57a89681a8efec488f5796c7cc1b" title="Returns a sample,  from density .">sample</a>();}
164<a name="l00137"></a><a class="code" href="classbdm_1_1merger.html#c47543661897638cab9f506c76a1f92f">00137</a>                         <span class="keywordtype">double</span> <a class="code" href="classbdm_1_1merger.html#c47543661897638cab9f506c76a1f92f" title="Compute log-probability of argument val.">evallog</a> ( <span class="keyword">const</span> vec &amp;dt )<span class="keyword"> const</span>
165<a name="l00138"></a>00138 <span class="keyword">                        </span>{
166<a name="l00139"></a>00139                                 vec dtf=ones ( dt.length() +1 );
167<a name="l00140"></a>00140                                 dtf.set_subvector ( 0,dt );
168<a name="l00141"></a>00141                                 <span class="keywordflow">return</span> <a class="code" href="classbdm_1_1merger.html#67ae71cbf0686d7c7bf116fa5db86d81" title="Internal mixture of EF models.">Mix</a>.<a class="code" href="classbdm_1_1MixEF.html#da724da464a75e07521941e430929efa">logpred</a> ( dtf );
169<a name="l00142"></a>00142                         }
170<a name="l00143"></a><a class="code" href="classbdm_1_1merger.html#82c5ad7677315fde8e9fc9381c17ece5">00143</a>                         vec <a class="code" href="classbdm_1_1merger.html#82c5ad7677315fde8e9fc9381c17ece5" title="return expected value">mean</a>()<span class="keyword"> const</span>
171<a name="l00144"></a>00144 <span class="keyword">                        </span>{
172<a name="l00145"></a>00145                                 <span class="keyword">const</span> Vec&lt;double&gt; &amp;w = <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>.<a class="code" href="classbdm_1_1eEmp.html#d7f83cc0415cd44ae7cc8b4bdad93aef" title="Potentially dangerous, use with care.">_w</a>();
173<a name="l00146"></a>00146                                 <span class="keyword">const</span> Array&lt;vec&gt; &amp;S = <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>.<a class="code" href="classbdm_1_1eEmp.html#c24966b0aaeb767bc8a6b4fd60931be2" title="access function">_samples</a>();
174<a name="l00147"></a>00147                                 vec tmp=zeros ( dim );
175<a name="l00148"></a>00148                                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0; i&lt;Ns; i++ )
176<a name="l00149"></a>00149                                 {
177<a name="l00150"></a>00150                                         tmp+=w ( i ) *S ( i );
178<a name="l00151"></a>00151                                 }
179<a name="l00152"></a>00152                                 <span class="keywordflow">return</span> tmp;
180<a name="l00153"></a>00153                         }
181<a name="l00154"></a>00154                         mat covariance()<span class="keyword"> const</span>
182<a name="l00155"></a>00155 <span class="keyword">                        </span>{
183<a name="l00156"></a>00156                                 <span class="keyword">const</span> vec &amp;w = <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>.<a class="code" href="classbdm_1_1eEmp.html#d7f83cc0415cd44ae7cc8b4bdad93aef" title="Potentially dangerous, use with care.">_w</a>();
184<a name="l00157"></a>00157                                 <span class="keyword">const</span> Array&lt;vec&gt; &amp;S = <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>.<a class="code" href="classbdm_1_1eEmp.html#c24966b0aaeb767bc8a6b4fd60931be2" title="access function">_samples</a>();
185<a name="l00158"></a>00158
186<a name="l00159"></a>00159                                 vec mea = <a class="code" href="classbdm_1_1merger.html#82c5ad7677315fde8e9fc9381c17ece5" title="return expected value">mean</a>();
187<a name="l00160"></a>00160
188<a name="l00161"></a>00161                                 cout &lt;&lt; sum ( w ) &lt;&lt; <span class="stringliteral">","</span> &lt;&lt; w*w &lt;&lt;endl;
189<a name="l00162"></a>00162
190<a name="l00163"></a>00163                                 mat Tmp=zeros ( dim, dim );
191<a name="l00164"></a>00164                                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0; i&lt;Ns; i++ )
192<a name="l00165"></a>00165                                 {
193<a name="l00166"></a>00166                                         Tmp+=w ( i ) *outer_product ( S ( i ), S ( i ) );
194<a name="l00167"></a>00167                                 }
195<a name="l00168"></a>00168                                 <span class="keywordflow">return</span> Tmp-outer_product ( mea,mea );
196<a name="l00169"></a>00169                         }
197<a name="l00170"></a><a class="code" href="classbdm_1_1merger.html#bcef70ece256b1ab1fa7a3a354eb1cc4">00170</a>                         vec <a class="code" href="classbdm_1_1merger.html#bcef70ece256b1ab1fa7a3a354eb1cc4" title="return expected variance (not covariance!)">variance</a>()<span class="keyword"> const</span>
198<a name="l00171"></a>00171 <span class="keyword">                        </span>{
199<a name="l00172"></a>00172                                 <span class="keyword">const</span> vec &amp;w = <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>.<a class="code" href="classbdm_1_1eEmp.html#d7f83cc0415cd44ae7cc8b4bdad93aef" title="Potentially dangerous, use with care.">_w</a>();
200<a name="l00173"></a>00173                                 <span class="keyword">const</span> Array&lt;vec&gt; &amp;S = <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>.<a class="code" href="classbdm_1_1eEmp.html#c24966b0aaeb767bc8a6b4fd60931be2" title="access function">_samples</a>();
201<a name="l00174"></a>00174
202<a name="l00175"></a>00175                                 vec tmp=zeros ( dim );
203<a name="l00176"></a>00176                                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0; i&lt;Ns; i++ )
204<a name="l00177"></a>00177                                 {
205<a name="l00178"></a>00178                                         tmp+=w ( i ) *pow ( S ( i ),2 );
206<a name="l00179"></a>00179                                 }
207<a name="l00180"></a>00180                                 <span class="keywordflow">return</span> tmp-pow ( <a class="code" href="classbdm_1_1merger.html#82c5ad7677315fde8e9fc9381c17ece5" title="return expected value">mean</a>(),2 );
208<a name="l00181"></a>00181                         }
209<a name="l00183"></a><a class="code" href="classbdm_1_1merger.html#febef179bb5e074ae6e34d15b4596273">00183</a>                         <span class="keyword">virtual</span> <a class="code" href="classbdm_1_1merger.html#febef179bb5e074ae6e34d15b4596273" title="for future use">~merger</a>()
210<a name="l00184"></a>00184                         {
211<a name="l00185"></a>00185                                 <span class="keywordflow">for</span> ( <span class="keywordtype">int</span> i=0; i&lt;<a class="code" href="classbdm_1_1compositepdf.html#7ca3cd8ed92a7154f5b9ff13b1e9d52a" title="Number of mpdfs in the composite.">n</a>; i++ )
212<a name="l00186"></a>00186                                 {
213<a name="l00187"></a>00187                                         <span class="keyword">delete</span> <a class="code" href="classbdm_1_1merger.html#ea3c9f4739f857877fd5285b3973289c" title="Data link for each mpdf in mpdfs.">dls</a> ( i );
214<a name="l00188"></a>00188                                         <span class="keyword">delete</span> <a class="code" href="classbdm_1_1merger.html#6c48bf36ec1f3f7b52e3159cf428a193" title="Data Links of rv0 mpdfs - these will be conditioned the (rv,rvc) of mpdfs.">zdls</a> ( i );
215<a name="l00189"></a>00189                                 }
216<a name="l00190"></a>00190                                 <span class="keywordflow">if</span> ( <a class="code" href="classbdm_1_1merger.html#14081d8c5cffdcc6c2f81cb61da41dbe" title="debug or not debug">DBG</a> ) <span class="keyword">delete</span> <a class="code" href="classbdm_1_1merger.html#2b99a4a9384dc088dc164372d206138f" title="debugging file">dbg</a>;
217<a name="l00191"></a>00191                         };
218<a name="l00192"></a>00192
219<a name="l00194"></a><a class="code" href="classbdm_1_1merger.html#13f8534f626a37bed91a6d9db54d6d2f">00194</a>                         <a class="code" href="classbdm_1_1MixEF.html" title="Mixture of Exponential Family Densities.">MixEF</a>&amp; <a class="code" href="classbdm_1_1merger.html#13f8534f626a37bed91a6d9db54d6d2f" title="Access function.">_Mix</a>() {<span class="keywordflow">return</span> <a class="code" href="classbdm_1_1merger.html#67ae71cbf0686d7c7bf116fa5db86d81" title="Internal mixture of EF models.">Mix</a>;}
220<a name="l00196"></a><a class="code" href="classbdm_1_1merger.html#23f5f8b80df579b05681006fbcfe3699">00196</a>                         <a class="code" href="classbdm_1_1eEmp.html" title="Weighted empirical density.">eEmp</a>&amp; <a class="code" href="classbdm_1_1merger.html#23f5f8b80df579b05681006fbcfe3699" title="Access function.">_Smp</a>() {<span class="keywordflow">return</span> <a class="code" href="classbdm_1_1merger.html#522d43f7aa13fe6701e93fba174dec94" title="Projection to empirical density.">eSmp</a>;}
221<a name="l00197"></a>00197         };
222<a name="l00198"></a>00198
223<a name="l00199"></a>00199 }
224<a name="l00200"></a>00200
225<a name="l00201"></a>00201 <span class="preprocessor">#endif // MER_H</span>
226</pre></div></div>
227<hr size="1"><address style="text-align: right;"><small>Generated on Thu Mar 19 16:25:43 2009 for mixpp by&nbsp;
228<a href="http://www.doxygen.org/index.html">
229<img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.8 </small></address>
230</body>
231</html>
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