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| 27 | <h1>mratio Class Reference</h1><!-- doxytag: class="mratio" --><!-- doxytag: inherits="mpdf" -->Class representing ratio of two densities which arise e.g. by applying the Bayes rule. It represents density in the form: <p class="formulaDsp"> |
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| 28 | <img class="formulaDsp" alt="\[ f(rv|rvc) = \frac{f(rv,rvc)}{f(rvc)} \]" src="form_79.png"> |
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| 29 | <p> |
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| 30 | where <img class="formulaInl" alt="$ f(rvc) = \int f(rv,rvc) d\ rv $" src="form_80.png">. |
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| 31 | <a href="#_details">More...</a> |
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| 32 | <p> |
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| 33 | <code>#include <<a class="el" href="emix_8h-source.html">emix.h</a>></code> |
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| 34 | <p> |
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| 35 | <div class="dynheader"> |
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| 36 | Inheritance diagram for mratio:</div> |
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| 37 | <div class="dynsection"> |
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| 38 | <p><center><img src="classmratio__inherit__graph.png" border="0" usemap="#mratio__inherit__map" alt="Inheritance graph"></center> |
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| 39 | <map name="mratio__inherit__map"> |
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| 40 | <area shape="rect" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies." alt="" coords="11,7,64,33"></map> |
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| 41 | <center><font size="2">[<a href="graph_legend.html">legend</a>]</font></center></div> |
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| 42 | <div class="dynheader"> |
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| 43 | Collaboration diagram for mratio:</div> |
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| 44 | <div class="dynsection"> |
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| 45 | <p><center><img src="classmratio__coll__graph.png" border="0" usemap="#mratio__coll__map" alt="Collaboration graph"></center> |
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| 46 | <map name="mratio__coll__map"> |
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| 47 | <area shape="rect" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies." alt="" coords="5,207,59,233"><area shape="rect" href="classRV.html" title="Class representing variables, most often random variables." alt="" coords="35,7,72,33"><area shape="rect" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density." alt="" coords="69,105,117,132"><area shape="rect" href="classdatalink__m2e.html" title="data link between" alt="" coords="160,207,267,233"><area shape="rect" href="classdatalink__e2e.html" title="datalink_e2e" alt="" coords="163,105,264,132"></map> |
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| 48 | <center><font size="2">[<a href="graph_legend.html">legend</a>]</font></center></div> |
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| 49 | |
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| 50 | <p> |
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| 51 | <a href="classmratio-members.html">List of all members.</a><table border="0" cellpadding="0" cellspacing="0"> |
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| 52 | <tr><td></td></tr> |
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| 53 | <tr><td colspan="2"><br><h2>Public Member Functions</h2></td></tr> |
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| 54 | <tr><td class="memItemLeft" nowrap align="right" valign="top"> </td><td class="memItemRight" valign="bottom"><a class="el" href="classmratio.html#c2452f4fc3046cfe8f2453deb343b3ac">mratio</a> (const <a class="el" href="classepdf.html">epdf</a> *nom0, const <a class="el" href="classRV.html">RV</a> &<a class="el" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb">rv</a>, bool copy=false)</td></tr> |
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| 55 | |
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[219] | 56 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="9fb0df09a2e975e8b9f7ce41ecd65a09"></a><!-- doxytag: member="mratio::evallogcond" ref="9fb0df09a2e975e8b9f7ce41ecd65a09" args="(const vec &val, const vec &cond)" --> |
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| 57 | double </td><td class="memItemRight" valign="bottom"><a class="el" href="classmratio.html#9fb0df09a2e975e8b9f7ce41ecd65a09">evallogcond</a> (const vec &val, const vec &cond)</td></tr> |
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[210] | 58 | |
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| 59 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Shortcut for conditioning and evaluation of the internal <a class="el" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>. In some cases, this operation can be implemented efficiently. <br></td></tr> |
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| 60 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="41d6d8f4245f67c732299ba7167aacb9"></a><!-- doxytag: member="mratio::ownnom" ref="41d6d8f4245f67c732299ba7167aacb9" args="()" --> |
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| 61 | void </td><td class="memItemRight" valign="bottom"><a class="el" href="classmratio.html#41d6d8f4245f67c732299ba7167aacb9">ownnom</a> ()</td></tr> |
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| 62 | |
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| 63 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Object takes ownership of nom and will destroy it. <br></td></tr> |
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| 64 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="e62904f18041e73228d8db671e517280"></a><!-- doxytag: member="mratio::~mratio" ref="e62904f18041e73228d8db671e517280" args="()" --> |
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| 65 | </td><td class="memItemRight" valign="bottom"><a class="el" href="classmratio.html#e62904f18041e73228d8db671e517280">~mratio</a> ()</td></tr> |
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| 66 | |
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| 67 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Default destructor. <br></td></tr> |
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| 68 | <tr><td class="memItemLeft" nowrap align="right" valign="top">virtual vec </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#3f172b79ec4a5ebc87898a5381141f1b">samplecond</a> (const vec &cond, double &ll)</td></tr> |
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| 69 | |
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| 70 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Returns the required moment of the <a class="el" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>. <a href="#3f172b79ec4a5ebc87898a5381141f1b"></a><br></td></tr> |
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[219] | 71 | <tr><td class="memItemLeft" nowrap align="right" valign="top">virtual mat </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#b1dae6171ee39a6a05976c7b1007a3c5">samplecond_m</a> (const vec &cond, vec &ll, int N)</td></tr> |
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[210] | 72 | |
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[219] | 73 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Returns. <a href="#b1dae6171ee39a6a05976c7b1007a3c5"></a><br></td></tr> |
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[210] | 74 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="0f95a0cc6ab40611f46804682446ed83"></a><!-- doxytag: member="mratio::condition" ref="0f95a0cc6ab40611f46804682446ed83" args="(const vec &cond)" --> |
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| 75 | virtual void </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#0f95a0cc6ab40611f46804682446ed83">condition</a> (const vec &cond)</td></tr> |
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| 76 | |
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| 77 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Update <code>ep</code> so that it represents this <a class="el" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a> conditioned on <code>rvc</code> = cond. <br></td></tr> |
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[219] | 78 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="95fcff214848f66f1b489459370573fa"></a><!-- doxytag: member="mratio::evallogcond_m" ref="95fcff214848f66f1b489459370573fa" args="(const mat &Dt, const vec &cond)" --> |
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| 79 | virtual vec </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#95fcff214848f66f1b489459370573fa">evallogcond_m</a> (const mat &Dt, const vec &cond)</td></tr> |
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[210] | 80 | |
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[219] | 81 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Matrix version of evallogcond. <br></td></tr> |
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[210] | 82 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="15ef062183b1ccdf794732d5fa0b77cd"></a><!-- doxytag: member="mratio::_rvc" ref="15ef062183b1ccdf794732d5fa0b77cd" args="() const " --> |
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| 83 | <a class="el" href="classRV.html">RV</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#15ef062183b1ccdf794732d5fa0b77cd">_rvc</a> () const </td></tr> |
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| 84 | |
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| 85 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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| 86 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="71256ffb5fbd08f41d650e606a5bd585"></a><!-- doxytag: member="mratio::_rv" ref="71256ffb5fbd08f41d650e606a5bd585" args="() const " --> |
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| 87 | <a class="el" href="classRV.html">RV</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#71256ffb5fbd08f41d650e606a5bd585">_rv</a> () const </td></tr> |
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| 88 | |
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| 89 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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| 90 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="e17780ee5b2cfe05922a6c56af1462f8"></a><!-- doxytag: member="mratio::_epdf" ref="e17780ee5b2cfe05922a6c56af1462f8" args="()" --> |
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| 91 | <a class="el" href="classepdf.html">epdf</a> & </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#e17780ee5b2cfe05922a6c56af1462f8">_epdf</a> ()</td></tr> |
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| 92 | |
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| 93 | <tr><td class="mdescLeft"> </td><td class="mdescRight">access function <br></td></tr> |
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| 94 | <tr><td colspan="2"><br><h2>Protected Attributes</h2></td></tr> |
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| 95 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="8a3e60f5a532237e4450cd06039a28db"></a><!-- doxytag: member="mratio::nom" ref="8a3e60f5a532237e4450cd06039a28db" args="" --> |
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| 96 | const <a class="el" href="classepdf.html">epdf</a> * </td><td class="memItemRight" valign="bottom"><a class="el" href="classmratio.html#8a3e60f5a532237e4450cd06039a28db">nom</a></td></tr> |
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| 97 | |
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| 98 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Nominator in the form of <a class="el" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies.">mpdf</a>. <br></td></tr> |
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| 99 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="d34916f6403460fbcac71902f32aa791"></a><!-- doxytag: member="mratio::den" ref="d34916f6403460fbcac71902f32aa791" args="" --> |
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| 100 | <a class="el" href="classepdf.html">epdf</a> * </td><td class="memItemRight" valign="bottom"><a class="el" href="classmratio.html#d34916f6403460fbcac71902f32aa791">den</a></td></tr> |
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| 101 | |
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| 102 | <tr><td class="mdescLeft"> </td><td class="mdescRight">Denominator in the form of <a class="el" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>. <br></td></tr> |
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| 103 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="f8ea9dd72239dc24b1d83ae034424285"></a><!-- doxytag: member="mratio::destroynom" ref="f8ea9dd72239dc24b1d83ae034424285" args="" --> |
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| 104 | bool </td><td class="memItemRight" valign="bottom"><a class="el" href="classmratio.html#f8ea9dd72239dc24b1d83ae034424285">destroynom</a></td></tr> |
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| 105 | |
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| 106 | <tr><td class="mdescLeft"> </td><td class="mdescRight">flag for destructor <br></td></tr> |
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| 107 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="aa50f2cca2b959391f449241ef89012d"></a><!-- doxytag: member="mratio::dl" ref="aa50f2cca2b959391f449241ef89012d" args="" --> |
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| 108 | <a class="el" href="classdatalink__m2e.html">datalink_m2e</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classmratio.html#aa50f2cca2b959391f449241ef89012d">dl</a></td></tr> |
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| 109 | |
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| 110 | <tr><td class="mdescLeft"> </td><td class="mdescRight">datalink between conditional and nom <br></td></tr> |
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| 111 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="f6687c07ff07d47812dd565368ca59eb"></a><!-- doxytag: member="mratio::rv" ref="f6687c07ff07d47812dd565368ca59eb" args="" --> |
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| 112 | <a class="el" href="classRV.html">RV</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb">rv</a></td></tr> |
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| 113 | |
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| 114 | <tr><td class="mdescLeft"> </td><td class="mdescRight">modeled random variable <br></td></tr> |
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| 115 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="acb7dda792b3cd5576f39fa3129abbab"></a><!-- doxytag: member="mratio::rvc" ref="acb7dda792b3cd5576f39fa3129abbab" args="" --> |
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| 116 | <a class="el" href="classRV.html">RV</a> </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#acb7dda792b3cd5576f39fa3129abbab">rvc</a></td></tr> |
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| 117 | |
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| 118 | <tr><td class="mdescLeft"> </td><td class="mdescRight">random variable in condition <br></td></tr> |
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| 119 | <tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="7aa894208a32f3487827df6d5054424c"></a><!-- doxytag: member="mratio::ep" ref="7aa894208a32f3487827df6d5054424c" args="" --> |
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| 120 | <a class="el" href="classepdf.html">epdf</a> * </td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#7aa894208a32f3487827df6d5054424c">ep</a></td></tr> |
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| 121 | |
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| 122 | <tr><td class="mdescLeft"> </td><td class="mdescRight">pointer to internal <a class="el" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> <br></td></tr> |
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| 123 | </table> |
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| 124 | <hr><a name="_details"></a><h2>Detailed Description</h2> |
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| 125 | Class representing ratio of two densities which arise e.g. by applying the Bayes rule. It represents density in the form: <p class="formulaDsp"> |
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| 126 | <img class="formulaDsp" alt="\[ f(rv|rvc) = \frac{f(rv,rvc)}{f(rvc)} \]" src="form_79.png"> |
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| 127 | <p> |
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| 128 | where <img class="formulaInl" alt="$ f(rvc) = \int f(rv,rvc) d\ rv $" src="form_80.png">. |
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| 129 | <p> |
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| 130 | In particular this type of arise by conditioning of a mixture model.<p> |
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[219] | 131 | At present the only supported operation is <a class="el" href="classmratio.html#9fb0df09a2e975e8b9f7ce41ecd65a09" title="Shortcut for conditioning and evaluation of the internal epdf. In some cases, this...">evallogcond()</a>. <hr><h2>Constructor & Destructor Documentation</h2> |
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[210] | 132 | <a class="anchor" name="c2452f4fc3046cfe8f2453deb343b3ac"></a><!-- doxytag: member="mratio::mratio" ref="c2452f4fc3046cfe8f2453deb343b3ac" args="(const epdf *nom0, const RV &rv, bool copy=false)" --> |
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| 133 | <div class="memitem"> |
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| 134 | <div class="memproto"> |
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| 135 | <table class="memname"> |
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| 136 | <tr> |
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| 137 | <td class="memname">mratio::mratio </td> |
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| 138 | <td>(</td> |
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| 139 | <td class="paramtype">const <a class="el" href="classepdf.html">epdf</a> * </td> |
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| 140 | <td class="paramname"> <em>nom0</em>, </td> |
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| 141 | </tr> |
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| 142 | <tr> |
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| 143 | <td class="paramkey"></td> |
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| 144 | <td></td> |
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| 145 | <td class="paramtype">const <a class="el" href="classRV.html">RV</a> & </td> |
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| 146 | <td class="paramname"> <em>rv</em>, </td> |
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| 147 | </tr> |
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| 148 | <tr> |
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| 149 | <td class="paramkey"></td> |
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| 150 | <td></td> |
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| 151 | <td class="paramtype">bool </td> |
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| 152 | <td class="paramname"> <em>copy</em> = <code>false</code></td><td> </td> |
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| 153 | </tr> |
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| 154 | <tr> |
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| 155 | <td></td> |
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| 156 | <td>)</td> |
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| 157 | <td></td><td></td><td><code> [inline]</code></td> |
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| 158 | </tr> |
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| 159 | </table> |
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| 160 | </div> |
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| 161 | <div class="memdoc"> |
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| 162 | |
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| 163 | <p> |
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| 164 | Default constructor. By default, the given <a class="el" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> is not copied! It is assumed that this function will be used only temporarily. |
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[224] | 165 | <p>References <a class="el" href="emix_8h-source.html#l00041">den</a>, <a class="el" href="emix_8h-source.html#l00043">destroynom</a>, <a class="el" href="libBM_8h-source.html#l00079">RV::length()</a>, <a class="el" href="libBM_8h-source.html#l00194">epdf::marginal()</a>, <a class="el" href="emix_8h-source.html#l00039">nom</a>, and <a class="el" href="libBM_8h-source.html#l00217">mpdf::rvc</a>.</p> |
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[210] | 166 | |
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| 167 | </div> |
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| 168 | </div><p> |
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| 169 | <hr><h2>Member Function Documentation</h2> |
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| 170 | <a class="anchor" name="3f172b79ec4a5ebc87898a5381141f1b"></a><!-- doxytag: member="mratio::samplecond" ref="3f172b79ec4a5ebc87898a5381141f1b" args="(const vec &cond, double &ll)" --> |
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| 171 | <div class="memitem"> |
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| 172 | <div class="memproto"> |
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| 173 | <table class="memname"> |
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| 174 | <tr> |
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| 175 | <td class="memname">virtual vec mpdf::samplecond </td> |
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| 176 | <td>(</td> |
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| 177 | <td class="paramtype">const vec & </td> |
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| 178 | <td class="paramname"> <em>cond</em>, </td> |
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| 179 | </tr> |
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| 180 | <tr> |
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| 181 | <td class="paramkey"></td> |
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| 182 | <td></td> |
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| 183 | <td class="paramtype">double & </td> |
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| 184 | <td class="paramname"> <em>ll</em></td><td> </td> |
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| 185 | </tr> |
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| 186 | <tr> |
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| 187 | <td></td> |
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| 188 | <td>)</td> |
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| 189 | <td></td><td></td><td><code> [inline, virtual, inherited]</code></td> |
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| 190 | </tr> |
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| 191 | </table> |
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| 192 | </div> |
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| 193 | <div class="memdoc"> |
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| 194 | |
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| 195 | <p> |
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| 196 | Returns the required moment of the <a class="el" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>. |
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| 197 | <p> |
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| 198 | Returns a sample from the density conditioned on <code>cond</code>, <img class="formulaInl" alt="$x \sim epdf(rv|cond)$" src="form_10.png">. <dl compact><dt><b>Parameters:</b></dt><dd> |
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| 199 | <table border="0" cellspacing="2" cellpadding="0"> |
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| 200 | <tr><td valign="top"></td><td valign="top"><em>cond</em> </td><td>is numeric value of <code>rv</code> </td></tr> |
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| 201 | <tr><td valign="top"></td><td valign="top"><em>ll</em> </td><td>is a return value of log-likelihood of the sample. </td></tr> |
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| 202 | </table> |
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| 203 | </dl> |
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| 204 | |
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| 205 | <p>Reimplemented in <a class="el" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68">mprod</a>.</p> |
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| 206 | |
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[224] | 207 | <p>References <a class="el" href="libBM_8h-source.html#l00238">mpdf::condition()</a>, <a class="el" href="libBM_8h-source.html#l00219">mpdf::ep</a>, <a class="el" href="classepdf.html#e1996af1da1fa1214270066a96ca113e">epdf::evallog()</a>, and <a class="el" href="classepdf.html#8019654e494bf5e458f6fb947e11b262">epdf::sample()</a>.</p> |
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[210] | 208 | |
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| 209 | <p>Referenced by <a class="el" href="libPF_8h-source.html#l00138">MPF< BM_T >::bayes()</a>, and <a class="el" href="libPF_8cpp-source.html#l00007">PF::bayes()</a>.</p> |
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| 210 | |
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| 211 | </div> |
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| 212 | </div><p> |
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[219] | 213 | <a class="anchor" name="b1dae6171ee39a6a05976c7b1007a3c5"></a><!-- doxytag: member="mratio::samplecond_m" ref="b1dae6171ee39a6a05976c7b1007a3c5" args="(const vec &cond, vec &ll, int N)" --> |
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[210] | 214 | <div class="memitem"> |
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| 215 | <div class="memproto"> |
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| 216 | <table class="memname"> |
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| 217 | <tr> |
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[219] | 218 | <td class="memname">virtual mat mpdf::samplecond_m </td> |
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[210] | 219 | <td>(</td> |
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| 220 | <td class="paramtype">const vec & </td> |
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| 221 | <td class="paramname"> <em>cond</em>, </td> |
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| 222 | </tr> |
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| 223 | <tr> |
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| 224 | <td class="paramkey"></td> |
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| 225 | <td></td> |
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| 226 | <td class="paramtype">vec & </td> |
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| 227 | <td class="paramname"> <em>ll</em>, </td> |
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| 228 | </tr> |
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| 229 | <tr> |
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| 230 | <td class="paramkey"></td> |
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| 231 | <td></td> |
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| 232 | <td class="paramtype">int </td> |
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| 233 | <td class="paramname"> <em>N</em></td><td> </td> |
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| 234 | </tr> |
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| 235 | <tr> |
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| 236 | <td></td> |
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| 237 | <td>)</td> |
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| 238 | <td></td><td></td><td><code> [inline, virtual, inherited]</code></td> |
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| 239 | </tr> |
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| 240 | </table> |
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| 241 | </div> |
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| 242 | <div class="memdoc"> |
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| 243 | |
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| 244 | <p> |
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| 245 | Returns. |
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| 246 | <p> |
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| 247 | <dl compact><dt><b>Parameters:</b></dt><dd> |
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| 248 | <table border="0" cellspacing="2" cellpadding="0"> |
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| 249 | <tr><td valign="top"></td><td valign="top"><em>N</em> </td><td>samples from the density conditioned on <code>cond</code>, <img class="formulaInl" alt="$x \sim epdf(rv|cond)$" src="form_10.png">. </td></tr> |
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| 250 | <tr><td valign="top"></td><td valign="top"><em>cond</em> </td><td>is numeric value of <code>rv</code> </td></tr> |
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| 251 | <tr><td valign="top"></td><td valign="top"><em>ll</em> </td><td>is a return value of log-likelihood of the sample. </td></tr> |
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| 252 | </table> |
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| 253 | </dl> |
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| 254 | |
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[224] | 255 | <p>References <a class="el" href="libBM_8h-source.html#l00238">mpdf::condition()</a>, <a class="el" href="libBM_8h-source.html#l00077">RV::count()</a>, <a class="el" href="libBM_8h-source.html#l00219">mpdf::ep</a>, <a class="el" href="classepdf.html#e1996af1da1fa1214270066a96ca113e">epdf::evallog()</a>, <a class="el" href="libBM_8h-source.html#l00215">mpdf::rv</a>, and <a class="el" href="classepdf.html#8019654e494bf5e458f6fb947e11b262">epdf::sample()</a>.</p> |
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[210] | 256 | |
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| 257 | </div> |
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| 258 | </div><p> |
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| 259 | <hr>The documentation for this class was generated from the following file:<ul> |
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| 260 | <li>work/git/mixpp/bdm/stat/<a class="el" href="emix_8h-source.html">emix.h</a></ul> |
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| 261 | </div> |
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[224] | 262 | <hr size="1"><address style="text-align: right;"><small>Generated on Mon Jan 5 19:29:18 2009 for mixpp by |
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[210] | 263 | <a href="http://www.doxygen.org/index.html"> |
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| 264 | <img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.6 </small></address> |
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| 265 | </body> |
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| 266 | </html> |
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