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3<title>mixpp: mlstudent Class Reference</title>
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11      <li><a href="index.html"><span>Main&nbsp;Page</span></a></li>
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13      <li class="current"><a href="annotated.html"><span>Classes</span></a></li>
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21      <li><a href="functions.html"><span>Class&nbsp;Members</span></a></li>
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25<div class="contents">
26<h1>mlstudent Class Reference</h1><!-- doxytag: class="mlstudent" --><!-- doxytag: inherits="mlnorm&lt; ldmat &gt;" --><code>#include &lt;<a class="el" href="libEF_8h-source.html">libEF.h</a>&gt;</code>
27<p>
28<div class="dynheader">
29Inheritance diagram for mlstudent:</div>
30<div class="dynsection">
31<p><center><img src="classmlstudent__inherit__graph.png" border="0" usemap="#mlstudent__inherit__map" alt="Inheritance graph"></center>
32<map name="mlstudent__inherit__map">
33<area shape="rect" href="classmlnorm.html" title="mlnorm\&lt; ldmat \&gt;" alt="" coords="5,263,144,289"><area shape="rect" href="classmEF.html" title="Exponential family model." alt="" coords="31,87,79,113"><area shape="rect" href="classmlnorm.html" title="Normal distributed linear function with linear function of mean value;." alt="" coords="76,167,207,193"><area shape="rect" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies." alt="" coords="28,7,81,33"></map>
34<center><font size="2">[<a href="graph_legend.html">legend</a>]</font></center></div>
35<div class="dynheader">
36Collaboration diagram for mlstudent:</div>
37<div class="dynsection">
38<p><center><img src="classmlstudent__coll__graph.png" border="0" usemap="#mlstudent__coll__map" alt="Collaboration graph"></center>
39<map name="mlstudent__coll__map">
40<area shape="rect" href="classmlnorm.html" title="mlnorm\&lt; ldmat \&gt;" alt="" coords="141,527,280,553"><area shape="rect" href="classmEF.html" title="Exponential family model." alt="" coords="111,300,159,327"><area shape="rect" href="classmlnorm.html" title="Normal distributed linear function with linear function of mean value;." alt="" coords="5,396,136,423"><area shape="rect" href="classmpdf.html" title="Conditional probability density, e.g. modeling some dependencies." alt="" coords="108,204,161,231"><area shape="rect" href="classRV.html" title="Class representing variables, most often random variables." alt="" coords="139,7,176,33"><area shape="rect" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density." alt="" coords="173,105,221,132"><area shape="rect" href="classeEF.html" title="General conjugate exponential family posterior density." alt="" coords="189,204,232,231"><area shape="rect" href="classenorm.html" title="enorm\&lt; ldmat \&gt;" alt="" coords="212,396,343,423"><area shape="rect" href="classenorm.html" title="Gaussian density with positive definite (decomposed) covariance matrix." alt="" coords="244,300,367,327"><area shape="rect" href="classldmat.html" title="Matrix stored in LD form, (commonly known as UD)." alt="" coords="391,300,449,327"><area shape="rect" href="classsqmat.html" title="Virtual class for representation of double symmetric matrices in square&#45;root form..." alt="" coords="389,204,451,231"></map>
41<center><font size="2">[<a href="graph_legend.html">legend</a>]</font></center></div>
42
43<p>
44<a href="classmlstudent-members.html">List of all members.</a><table border="0" cellpadding="0" cellspacing="0">
45<tr><td></td></tr>
46<tr><td colspan="2"><br><h2>Public Member Functions</h2></td></tr>
47<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="4bacc99b1427f7001e47e070c91fe877"></a><!-- doxytag: member="mlstudent::mlstudent" ref="4bacc99b1427f7001e47e070c91fe877" args="(const RV &amp;rv0, const RV &amp;rvc0)" -->
48&nbsp;</td><td class="memItemRight" valign="bottom"><b>mlstudent</b> (const <a class="el" href="classRV.html">RV</a> &amp;rv0, const <a class="el" href="classRV.html">RV</a> &amp;rvc0)</td></tr>
49
50<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="160b9a825dac16d6b8a79ba15ddb2cfa"></a><!-- doxytag: member="mlstudent::set_parameters" ref="160b9a825dac16d6b8a79ba15ddb2cfa" args="(const mat &amp;A0, const vec &amp;mu0, const ldmat &amp;R0, const ldmat &amp;Lambda0)" -->
51void&nbsp;</td><td class="memItemRight" valign="bottom"><b>set_parameters</b> (const mat &amp;A0, const vec &amp;mu0, const <a class="el" href="classldmat.html">ldmat</a> &amp;R0, const <a class="el" href="classldmat.html">ldmat</a> &amp;Lambda0)</td></tr>
52
53<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="d153460ae0180f4bc7f28301f5cde876"></a><!-- doxytag: member="mlstudent::condition" ref="d153460ae0180f4bc7f28301f5cde876" args="(const vec &amp;cond)" -->
54void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmlstudent.html#d153460ae0180f4bc7f28301f5cde876">condition</a> (const vec &amp;cond)</td></tr>
55
56<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Set value of <code>rvc</code> . Result of this operation is stored in <code><a class="el" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a></code> use function <code>_ep</code> to access it. <br></td></tr>
57<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="f95dfce0b500636a44ecd7e5210de999"></a><!-- doxytag: member="mlstudent::set_parameters" ref="f95dfce0b500636a44ecd7e5210de999" args="(const mat &amp;A, const vec &amp;mu0, const ldmat &amp;R)" -->
58void&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmlnorm.html#f95dfce0b500636a44ecd7e5210de999">set_parameters</a> (const mat &amp;A, const vec &amp;mu0, const <a class="el" href="classldmat.html">ldmat</a> &amp;R)</td></tr>
59
60<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Set <code>A</code> and <code>R</code>. <br></td></tr>
61<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="2732ae47835dd25d5784bf08fde0a546"></a><!-- doxytag: member="mlstudent::_mu_const" ref="2732ae47835dd25d5784bf08fde0a546" args="()" -->
62vec &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmlnorm.html#2732ae47835dd25d5784bf08fde0a546">_mu_const</a> ()</td></tr>
63
64<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">access function <br></td></tr>
65<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="65ec3840c21b21102896bfd2282b47b3"></a><!-- doxytag: member="mlstudent::_A" ref="65ec3840c21b21102896bfd2282b47b3" args="()" -->
66mat &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmlnorm.html#65ec3840c21b21102896bfd2282b47b3">_A</a> ()</td></tr>
67
68<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">access function <br></td></tr>
69<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="3ff2b03fbb5e1133a5fe1bf831939f63"></a><!-- doxytag: member="mlstudent::_R" ref="3ff2b03fbb5e1133a5fe1bf831939f63" args="()" -->
70mat&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmlnorm.html#3ff2b03fbb5e1133a5fe1bf831939f63">_R</a> ()</td></tr>
71
72<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">access function <br></td></tr>
73<tr><td class="memItemLeft" nowrap align="right" valign="top">virtual vec&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#3f172b79ec4a5ebc87898a5381141f1b">samplecond</a> (const vec &amp;cond, double &amp;ll)</td></tr>
74
75<tr><td class="mdescLeft">&nbsp;</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>
76<tr><td class="memItemLeft" nowrap align="right" valign="top">virtual mat&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#0e37163660f93df2a4d723cedb1da89c">samplecond</a> (const vec &amp;cond, vec &amp;ll, int N)</td></tr>
77
78<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Returns.  <a href="#0e37163660f93df2a4d723cedb1da89c"></a><br></td></tr>
79<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="80b738ece5bd4f8c4edaee4b38906f91"></a><!-- doxytag: member="mlstudent::evalcond" ref="80b738ece5bd4f8c4edaee4b38906f91" args="(const vec &amp;dt, const vec &amp;cond)" -->
80virtual double&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#80b738ece5bd4f8c4edaee4b38906f91">evalcond</a> (const vec &amp;dt, const vec &amp;cond)</td></tr>
81
82<tr><td class="mdescLeft">&nbsp;</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>
83<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="b7b2da35080cd15f1be365b805e7277e"></a><!-- doxytag: member="mlstudent::evalcond_m" ref="b7b2da35080cd15f1be365b805e7277e" args="(const mat &amp;Dt, const vec &amp;cond)" -->
84virtual vec&nbsp;</td><td class="memItemRight" valign="bottom"><b>evalcond_m</b> (const mat &amp;Dt, const vec &amp;cond)</td></tr>
85
86<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="15ef062183b1ccdf794732d5fa0b77cd"></a><!-- doxytag: member="mlstudent::_rvc" ref="15ef062183b1ccdf794732d5fa0b77cd" args="() const " -->
87<a class="el" href="classRV.html">RV</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#15ef062183b1ccdf794732d5fa0b77cd">_rvc</a> () const </td></tr>
88
89<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">access function <br></td></tr>
90<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="71256ffb5fbd08f41d650e606a5bd585"></a><!-- doxytag: member="mlstudent::_rv" ref="71256ffb5fbd08f41d650e606a5bd585" args="() const " -->
91<a class="el" href="classRV.html">RV</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#71256ffb5fbd08f41d650e606a5bd585">_rv</a> () const </td></tr>
92
93<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">access function <br></td></tr>
94<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="e17780ee5b2cfe05922a6c56af1462f8"></a><!-- doxytag: member="mlstudent::_epdf" ref="e17780ee5b2cfe05922a6c56af1462f8" args="()" -->
95<a class="el" href="classepdf.html">epdf</a> &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#e17780ee5b2cfe05922a6c56af1462f8">_epdf</a> ()</td></tr>
96
97<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">access function <br></td></tr>
98<tr><td colspan="2"><br><h2>Protected Attributes</h2></td></tr>
99<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="37bc739863e41fcd6dc4645bdca8099c"></a><!-- doxytag: member="mlstudent::Lambda" ref="37bc739863e41fcd6dc4645bdca8099c" args="" -->
100<a class="el" href="classldmat.html">ldmat</a>&nbsp;</td><td class="memItemRight" valign="bottom"><b>Lambda</b></td></tr>
101
102<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="01ca0dd5fdb399b0941a86f30a95d1ba"></a><!-- doxytag: member="mlstudent::_R" ref="01ca0dd5fdb399b0941a86f30a95d1ba" args="" -->
103<a class="el" href="classldmat.html">ldmat</a> &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><b>_R</b></td></tr>
104
105<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="9b6b64156d06ccf57e5f549a6bf9dc96"></a><!-- doxytag: member="mlstudent::Re" ref="9b6b64156d06ccf57e5f549a6bf9dc96" args="" -->
106<a class="el" href="classldmat.html">ldmat</a>&nbsp;</td><td class="memItemRight" valign="bottom"><b>Re</b></td></tr>
107
108<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="b76ee2171ace4fb3ff95a131ae8fc421"></a><!-- doxytag: member="mlstudent::epdf" ref="b76ee2171ace4fb3ff95a131ae8fc421" args="" -->
109<a class="el" href="classenorm.html">enorm</a>&lt; <a class="el" href="classldmat.html">ldmat</a> &gt;&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmlnorm.html#b76ee2171ace4fb3ff95a131ae8fc421">epdf</a></td></tr>
110
111<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">Internal <a class="el" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a> that arise by conditioning on <code>rvc</code>. <br></td></tr>
112<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="90a62528ca1ce79b6396ff899119da0f"></a><!-- doxytag: member="mlstudent::A" ref="90a62528ca1ce79b6396ff899119da0f" args="" -->
113mat&nbsp;</td><td class="memItemRight" valign="bottom"><b>A</b></td></tr>
114
115<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="ebab82017f10fbde483971bbf3b4004d"></a><!-- doxytag: member="mlstudent::mu_const" ref="ebab82017f10fbde483971bbf3b4004d" args="" -->
116vec&nbsp;</td><td class="memItemRight" valign="bottom"><b>mu_const</b></td></tr>
117
118<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="17552bef9aeba92a42516fe7d39a5893"></a><!-- doxytag: member="mlstudent::_mu" ref="17552bef9aeba92a42516fe7d39a5893" args="" -->
119vec &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><b>_mu</b></td></tr>
120
121<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="f6687c07ff07d47812dd565368ca59eb"></a><!-- doxytag: member="mlstudent::rv" ref="f6687c07ff07d47812dd565368ca59eb" args="" -->
122<a class="el" href="classRV.html">RV</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#f6687c07ff07d47812dd565368ca59eb">rv</a></td></tr>
123
124<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">modeled random variable <br></td></tr>
125<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="acb7dda792b3cd5576f39fa3129abbab"></a><!-- doxytag: member="mlstudent::rvc" ref="acb7dda792b3cd5576f39fa3129abbab" args="" -->
126<a class="el" href="classRV.html">RV</a>&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#acb7dda792b3cd5576f39fa3129abbab">rvc</a></td></tr>
127
128<tr><td class="mdescLeft">&nbsp;</td><td class="mdescRight">random variable in condition <br></td></tr>
129<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="7aa894208a32f3487827df6d5054424c"></a><!-- doxytag: member="mlstudent::ep" ref="7aa894208a32f3487827df6d5054424c" args="" -->
130<a class="el" href="classepdf.html">epdf</a> *&nbsp;</td><td class="memItemRight" valign="bottom"><a class="el" href="classmpdf.html#7aa894208a32f3487827df6d5054424c">ep</a></td></tr>
131
132<tr><td class="mdescLeft">&nbsp;</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>
133<tr><td colspan="2"><br><h2>Friends</h2></td></tr>
134<tr><td class="memItemLeft" nowrap align="right" valign="top"><a class="anchor" name="1917009347bb410f73bf827df8767b09"></a><!-- doxytag: member="mlstudent::operator&lt;&lt;" ref="1917009347bb410f73bf827df8767b09" args="(std::ostream &amp;os, mlnorm&lt; sq_M &gt; &amp;ml)" -->
135std::ostream &amp;&nbsp;</td><td class="memItemRight" valign="bottom"><b>operator&lt;&lt;</b> (std::ostream &amp;os, <a class="el" href="classmlnorm.html">mlnorm</a>&lt; sq_M &gt; &amp;ml)</td></tr>
136
137</table>
138<hr><a name="_details"></a><h2>Detailed Description</h2>
139(Approximate) Student t density with linear function of mean value <hr><h2>Member Function Documentation</h2>
140<a class="anchor" name="3f172b79ec4a5ebc87898a5381141f1b"></a><!-- doxytag: member="mlstudent::samplecond" ref="3f172b79ec4a5ebc87898a5381141f1b" args="(const vec &amp;cond, double &amp;ll)" -->
141<div class="memitem">
142<div class="memproto">
143      <table class="memname">
144        <tr>
145          <td class="memname">virtual vec mpdf::samplecond           </td>
146          <td>(</td>
147          <td class="paramtype">const vec &amp;&nbsp;</td>
148          <td class="paramname"> <em>cond</em>, </td>
149        </tr>
150        <tr>
151          <td class="paramkey"></td>
152          <td></td>
153          <td class="paramtype">double &amp;&nbsp;</td>
154          <td class="paramname"> <em>ll</em></td><td>&nbsp;</td>
155        </tr>
156        <tr>
157          <td></td>
158          <td>)</td>
159          <td></td><td></td><td><code> [inline, virtual, inherited]</code></td>
160        </tr>
161      </table>
162</div>
163<div class="memdoc">
164
165<p>
166Returns the required moment of the <a class="el" href="classepdf.html" title="Probability density function with numerical statistics, e.g. posterior density.">epdf</a>.
167<p>
168Returns 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>
169  <table border="0" cellspacing="2" cellpadding="0">
170    <tr><td valign="top"></td><td valign="top"><em>cond</em>&nbsp;</td><td>is numeric value of <code>rv</code> </td></tr>
171    <tr><td valign="top"></td><td valign="top"><em>ll</em>&nbsp;</td><td>is a return value of log-likelihood of the sample. </td></tr>
172  </table>
173</dl>
174
175<p>Reimplemented in <a class="el" href="classmprod.html#a48887eb8738a9e5550bfc38eb8e9d68">mprod</a>.</p>
176
177<p>References <a class="el" href="libBM_8h-source.html#l00229">mpdf::condition()</a>, <a class="el" href="libBM_8h-source.html#l00210">mpdf::ep</a>, <a class="el" href="classepdf.html#6aef3eca74899692503769c18add1a4c">epdf::evalpdflog()</a>, and <a class="el" href="classepdf.html#8019654e494bf5e458f6fb947e11b262">epdf::sample()</a>.</p>
178
179<p>Referenced by <a class="el" href="libPF_8h-source.html#l00138">MPF&lt; BM_T &gt;::bayes()</a>, and <a class="el" href="libPF_8cpp-source.html#l00007">PF::bayes()</a>.</p>
180
181</div>
182</div><p>
183<a class="anchor" name="0e37163660f93df2a4d723cedb1da89c"></a><!-- doxytag: member="mlstudent::samplecond" ref="0e37163660f93df2a4d723cedb1da89c" args="(const vec &amp;cond, vec &amp;ll, int N)" -->
184<div class="memitem">
185<div class="memproto">
186      <table class="memname">
187        <tr>
188          <td class="memname">virtual mat mpdf::samplecond           </td>
189          <td>(</td>
190          <td class="paramtype">const vec &amp;&nbsp;</td>
191          <td class="paramname"> <em>cond</em>, </td>
192        </tr>
193        <tr>
194          <td class="paramkey"></td>
195          <td></td>
196          <td class="paramtype">vec &amp;&nbsp;</td>
197          <td class="paramname"> <em>ll</em>, </td>
198        </tr>
199        <tr>
200          <td class="paramkey"></td>
201          <td></td>
202          <td class="paramtype">int&nbsp;</td>
203          <td class="paramname"> <em>N</em></td><td>&nbsp;</td>
204        </tr>
205        <tr>
206          <td></td>
207          <td>)</td>
208          <td></td><td></td><td><code> [inline, virtual, inherited]</code></td>
209        </tr>
210      </table>
211</div>
212<div class="memdoc">
213
214<p>
215Returns.
216<p>
217<dl compact><dt><b>Parameters:</b></dt><dd>
218  <table border="0" cellspacing="2" cellpadding="0">
219    <tr><td valign="top"></td><td valign="top"><em>N</em>&nbsp;</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>
220    <tr><td valign="top"></td><td valign="top"><em>cond</em>&nbsp;</td><td>is numeric value of <code>rv</code> </td></tr>
221    <tr><td valign="top"></td><td valign="top"><em>ll</em>&nbsp;</td><td>is a return value of log-likelihood of the sample. </td></tr>
222  </table>
223</dl>
224
225<p>Reimplemented in <a class="el" href="classmprod.html#e171c40e210539c2af01d6237785620b">mprod</a>.</p>
226
227<p>References <a class="el" href="libBM_8h-source.html#l00229">mpdf::condition()</a>, <a class="el" href="libBM_8h-source.html#l00073">RV::count()</a>, <a class="el" href="libBM_8h-source.html#l00210">mpdf::ep</a>, <a class="el" href="classepdf.html#6aef3eca74899692503769c18add1a4c">epdf::evalpdflog()</a>, <a class="el" href="libBM_8h-source.html#l00206">mpdf::rv</a>, and <a class="el" href="classepdf.html#8019654e494bf5e458f6fb947e11b262">epdf::sample()</a>.</p>
228
229</div>
230</div><p>
231<hr>The documentation for this class was generated from the following file:<ul>
232<li>work/git/mixpp/bdm/stat/<a class="el" href="libEF_8h-source.html">libEF.h</a></ul>
233</div>
234<hr size="1"><address style="text-align: right;"><small>Generated on Wed Nov 12 19:18:56 2008 for mixpp by&nbsp;
235<a href="http://www.doxygen.org/index.html">
236<img src="doxygen.png" alt="doxygen" align="middle" border="0"></a> 1.5.6 </small></address>
237</body>
238</html>
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