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varchar predict_func, varchar[] predict_params, varchar[] predict_params_type, 
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class="mdescLeft">&#160;</td><td class="mdescRight">A wrapper for linear 
regression.  <a href="#aa151eb3fa9acc7f4cc33236e22ad4362">More...</a><br 
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href="cross__validation_8sql__in.html#ad01cd1c97ae1be0ac7cd6c42abb75bb2">misclassification_avg</a>
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class="mdescLeft">&#160;</td><td class="mdescRight">A prediction function for 
logistic regression The result is stored in the table of tbl_predict.  <a 
href="#ac7dbc115f0c4624ccbf62b2d5494388d">More...</a><br /></td></tr>
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class="mdescLeft">&#160;</td><td class="mdescRight">Metric function for 
logistic regression.  <a 
href="#a2d1571ffa794176a5dfed9d35e70fed7">More...</a><br /></td></tr>
-<tr class="separator:a2d1571ffa794176a5dfed9d35e70fed7"><td 
class="memSeparator" colspan="2">&#160;</td></tr>
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varchar tbl_accuracy)</td></tr>
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class="mdescLeft">&#160;</td><td class="mdescRight">Metric function for 
logistic regression.  <a 
href="#ac1b5c57473ff672af45191c8d53f46ed">More...</a><br /></td></tr>
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-<a name="details" id="details"></a><h2 class="groupheader">Detailed 
Description</h2>
-<div class="textblock"><dl class="section date"><dt>Date</dt><dd>January 
2011</dd></dl>
-<dl class="section see"><dt>See also</dt><dd>For a brief introduction to the 
usage of cross validation, see the module description <a class="el" 
href="group__grp__validation.html">Cross Validation</a>. </dd></dl>
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-<h2 class="memtitle"><span class="permalink"><a 
href="#a2a7791b05f51e8748ab7b6ccf328a7e2">&#9670;&nbsp;</a></span>cross_validation_general()
 <span class="overload">[1/2]</span></h2>
-
-<div class="memitem">
-<div class="memproto">
-      <table class="memname">
-        <tr>
-          <td class="memname">void cross_validation_general </td>
-          <td>(</td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>modelling_func</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>modelling_params</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>modelling_params_type</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>param_explored</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>explore_values</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>predict_func</em>, </td>
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-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>predict_params</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>predict_params_type</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>metric_func</em>, </td>
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-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
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-          <td class="paramname"><em>metric_params_type</em>, </td>
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-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
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-          <td class="paramkey"></td>
-          <td></td>
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-          <td class="paramname"><em>data_id</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">boolean&#160;</td>
-          <td class="paramname"><em>id_is_random</em>, </td>
-        </tr>
-        <tr>
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-          <td></td>
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-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">integer&#160;</td>
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-        <tr>
-          <td></td>
-          <td>)</td>
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-<h2 class="memtitle"><span class="permalink"><a 
href="#a5efbb27898e99f7685816d9d5dfd082c">&#9670;&nbsp;</a></span>cross_validation_general()
 <span class="overload">[2/2]</span></h2>
-
-<div class="memitem">
-<div class="memproto">
-      <table class="memname">
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-          <td class="memname">void cross_validation_general </td>
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-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>modelling_params</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>modelling_params_type</em>, </td>
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-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>param_explored</em>, </td>
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-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>explore_values</em>, </td>
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-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
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-        </tr>
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-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>predict_params</em>, </td>
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-          <td></td>
-          <td class="paramtype">varchar []&#160;</td>
-          <td class="paramname"><em>predict_params_type</em>, </td>
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-          <td class="paramname"><em>data_id</em>, </td>
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-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">boolean&#160;</td>
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-          <td>)</td>
-          <td></td><td></td>
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-
-</div>
-</div>
-<a id="aa572f1f57c0dd106b30948928161d8cc"></a>
-<h2 class="memtitle"><span class="permalink"><a 
href="#aa572f1f57c0dd106b30948928161d8cc">&#9670;&nbsp;</a></span>cv_linregr_predict()</h2>
-
-<div class="memitem">
-<div class="memproto">
-      <table class="memname">
-        <tr>
-          <td class="memname">void cv_linregr_predict </td>
-          <td>(</td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_model</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_newdata</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>col_ind_var</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>col_id</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_predict</em>&#160;</td>
-        </tr>
-        <tr>
-          <td></td>
-          <td>)</td>
-          <td></td><td></td>
-        </tr>
-      </table>
-</div><div class="memdoc">
-
-</div>
-</div>
-<a id="aa151eb3fa9acc7f4cc33236e22ad4362"></a>
-<h2 class="memtitle"><span class="permalink"><a 
href="#aa151eb3fa9acc7f4cc33236e22ad4362">&#9670;&nbsp;</a></span>cv_linregr_train()</h2>
-
-<div class="memitem">
-<div class="memproto">
-      <table class="memname">
-        <tr>
-          <td class="memname">void cv_linregr_train </td>
-          <td>(</td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_source</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>col_ind_var</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>col_dep_var</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_result</em>&#160;</td>
-        </tr>
-        <tr>
-          <td></td>
-          <td>)</td>
-          <td></td><td></td>
-        </tr>
-      </table>
-</div><div class="memdoc">
-
-</div>
-</div>
-<a id="ac1b5c57473ff672af45191c8d53f46ed"></a>
-<h2 class="memtitle"><span class="permalink"><a 
href="#ac1b5c57473ff672af45191c8d53f46ed">&#9670;&nbsp;</a></span>cv_logregr_accuracy()</h2>
-
-<div class="memitem">
-<div class="memproto">
-      <table class="memname">
-        <tr>
-          <td class="memname">void cv_logregr_accuracy </td>
-          <td>(</td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_predict</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_source</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>col_id</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>col_dep_var</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_accuracy</em>&#160;</td>
-        </tr>
-        <tr>
-          <td></td>
-          <td>)</td>
-          <td></td><td></td>
-        </tr>
-      </table>
-</div><div class="memdoc">
-<p>It computes the percentage of correct predictions. The result is stored in 
the table of tbl_accuracy </p>
-
-</div>
-</div>
-<a id="ac7dbc115f0c4624ccbf62b2d5494388d"></a>
-<h2 class="memtitle"><span class="permalink"><a 
href="#ac7dbc115f0c4624ccbf62b2d5494388d">&#9670;&nbsp;</a></span>cv_logregr_predict()</h2>
-
-<div class="memitem">
-<div class="memproto">
-      <table class="memname">
-        <tr>
-          <td class="memname">void cv_logregr_predict </td>
-          <td>(</td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_model</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_newdata</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>col_ind_var</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>col_id</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_predict</em>&#160;</td>
-        </tr>
-        <tr>
-          <td></td>
-          <td>)</td>
-          <td></td><td></td>
-        </tr>
-      </table>
-</div><div class="memdoc">
-<p>This function can be used together with cross-validation </p>
-
-</div>
-</div>
-<a id="a2d1571ffa794176a5dfed9d35e70fed7"></a>
-<h2 class="memtitle"><span class="permalink"><a 
href="#a2d1571ffa794176a5dfed9d35e70fed7">&#9670;&nbsp;</a></span>logregr_accuracy()</h2>
-
-<div class="memitem">
-<div class="memproto">
-      <table class="memname">
-        <tr>
-          <td class="memname">integer logregr_accuracy </td>
-          <td>(</td>
-          <td class="paramtype">float8 []&#160;</td>
-          <td class="paramname"><em>coef</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">float8 []&#160;</td>
-          <td class="paramname"><em>col_ind</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">boolean&#160;</td>
-          <td class="paramname"><em>col_dep</em>&#160;</td>
-        </tr>
-        <tr>
-          <td></td>
-          <td>)</td>
-          <td></td><td></td>
-        </tr>
-      </table>
-</div><div class="memdoc">
-<dl class="params"><dt>Parameters</dt><dd>
-  <table class="params">
-    <tr><td class="paramname">coef</td><td>Logistic fitting coefficients. 
Note: MADlib logregr_train function, unlike elastic_net, does not produce a 
separate intercept term. </td></tr>
-    <tr><td class="paramname">col_ind</td><td>Independent variable, an array 
</td></tr>
-    <tr><td class="paramname">col_dep</td><td>Dependent variable</td></tr>
-  </table>
-  </dd>
-</dl>
-<p>returns 1 if the prediction is the same as col_dep, otherwise 0 </p>
-
-</div>
-</div>
-<a id="ad01cd1c97ae1be0ac7cd6c42abb75bb2"></a>
-<h2 class="memtitle"><span class="permalink"><a 
href="#ad01cd1c97ae1be0ac7cd6c42abb75bb2">&#9670;&nbsp;</a></span>misclassification_avg()</h2>
-
-<div class="memitem">
-<div class="memproto">
-      <table class="memname">
-        <tr>
-          <td class="memname">void misclassification_avg </td>
-          <td>(</td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_prediction</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_actual</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>id_actual</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>values_actual</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_error</em>&#160;</td>
-        </tr>
-        <tr>
-          <td></td>
-          <td>)</td>
-          <td></td><td></td>
-        </tr>
-      </table>
-</div><div class="memdoc">
-
-</div>
-</div>
-<a id="a2cd71e756f90b0c4fa46f508a1ca261e"></a>
-<h2 class="memtitle"><span class="permalink"><a 
href="#a2cd71e756f90b0c4fa46f508a1ca261e">&#9670;&nbsp;</a></span>mse_error()</h2>
-
-<div class="memitem">
-<div class="memproto">
-      <table class="memname">
-        <tr>
-          <td class="memname">void mse_error </td>
-          <td>(</td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_prediction</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_actual</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>id_actual</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>values_actual</em>, </td>
-        </tr>
-        <tr>
-          <td class="paramkey"></td>
-          <td></td>
-          <td class="paramtype">varchar&#160;</td>
-          <td class="paramname"><em>tbl_error</em>&#160;</td>
-        </tr>
-        <tr>
-          <td></td>
-          <td>)</td>
-          <td></td><td></td>
-        </tr>
-      </table>
-</div><div class="memdoc">
-
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