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<p>SQL functions for logistic regression.
<a href="#details">More...</a></p>
<table class="memberdecls">
<tr class="heading"><td colspan="2"><h2 class="groupheader"><a name="func-members"></a>
Functions</h2></td></tr>
<tr class="memitem:a874e9c5a3ebb7efab16730f85d3e8d25"><td class="memItemLeft" align="right" valign="top">float8[]&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a874e9c5a3ebb7efab16730f85d3e8d25">__logregr_cg_step_transition</a> (float8[], boolean, float8[], float8[])</td></tr>
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<tr class="memitem:a0f4010cefc479196d2d280514f92e5b0"><td class="memItemLeft" align="right" valign="top">float8[]&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a0f4010cefc479196d2d280514f92e5b0">__logregr_igd_step_transition</a> (float8[], boolean, float8[], float8[])</td></tr>
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<tr class="memitem:a2b23f6e4f9671b511d675c43b42b6544"><td class="memItemLeft" align="right" valign="top">float8[]&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a2b23f6e4f9671b511d675c43b42b6544">__logregr_igd_step_merge_states</a> (float8[] state1, float8[] state2)</td></tr>
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<tr class="memitem:a0037d0e2891dff4ec1b4e856b9ac103c"><td class="memItemLeft" align="right" valign="top">aggregate float8[]&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a0037d0e2891dff4ec1b4e856b9ac103c">__logregr_cg_step</a> (boolean y, float8[] x, float8[] previous_state)</td></tr>
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<tr class="memitem:af5fcfe75b7724e0b93901e64e3f8c1b4"><td class="memItemLeft" align="right" valign="top">__logregr_result&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#af5fcfe75b7724e0b93901e64e3f8c1b4">__logregr_cg_result</a> (float8[] state)</td></tr>
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<tr class="memitem:a32880a39de2e36b6c6be72691a6a4a40"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a32880a39de2e36b6c6be72691a6a4a40">logregr_train</a> (varchar tbl_source, varchar tbl_output, varchar dep_col, varchar ind_col, varchar grouping_col, integer <a class="el" href="robust_8sql__in.html#a41b730843a663cafbb2999f6f99ad89f">max_iter</a>, varchar <a class="el" href="robust_8sql__in.html#a7f6d9ad99f83891c797f66843bd9500d">optimizer</a>, float8 <a class="el" href="robust_8sql__in.html#a56f2257a03c0f8e0f21ae6a78a57e261">tolerance</a>, boolean verbose)</td></tr>
<tr class="memdesc:a32880a39de2e36b6c6be72691a6a4a40"><td class="mdescLeft">&#160;</td><td class="mdescRight">Compute logistic-regression coefficients and diagnostic statistics. <a href="#a32880a39de2e36b6c6be72691a6a4a40">More...</a><br/></td></tr>
<tr class="separator:a32880a39de2e36b6c6be72691a6a4a40"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4bf648da6f7235a99a213e3e7b1b0c95"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a4bf648da6f7235a99a213e3e7b1b0c95">logregr_train</a> (varchar tbl_source, varchar tbl_output, varchar dep_col, varchar ind_col)</td></tr>
<tr class="separator:a4bf648da6f7235a99a213e3e7b1b0c95"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a33891b6c1f860465e4263fce39c35f67"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a33891b6c1f860465e4263fce39c35f67">logregr_train</a> (varchar tbl_source, varchar tbl_output, varchar dep_col, varchar ind_col, varchar grouping_col)</td></tr>
<tr class="separator:a33891b6c1f860465e4263fce39c35f67"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a0478683f5d2bd96e1fd5b93ecd8d1582"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a0478683f5d2bd96e1fd5b93ecd8d1582">logregr_train</a> (varchar tbl_source, varchar tbl_output, varchar dep_col, varchar ind_col, varchar grouping_col, integer <a class="el" href="robust_8sql__in.html#a41b730843a663cafbb2999f6f99ad89f">max_iter</a>)</td></tr>
<tr class="separator:a0478683f5d2bd96e1fd5b93ecd8d1582"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a6f42d0c4f857dd225318db8ce66b2d14"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a6f42d0c4f857dd225318db8ce66b2d14">logregr_train</a> (varchar tbl_source, varchar tbl_output, varchar dep_col, varchar ind_col, varchar grouping_col, integer <a class="el" href="robust_8sql__in.html#a41b730843a663cafbb2999f6f99ad89f">max_iter</a>, varchar <a class="el" href="robust_8sql__in.html#a7f6d9ad99f83891c797f66843bd9500d">optimizer</a>)</td></tr>
<tr class="separator:a6f42d0c4f857dd225318db8ce66b2d14"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a661ad7e883c5e16d92ff9d922f0ccc2e"><td class="memItemLeft" align="right" valign="top">void&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a661ad7e883c5e16d92ff9d922f0ccc2e">logregr_train</a> (varchar tbl_source, varchar tbl_output, varchar dep_col, varchar ind_col, varchar grouping_col, integer <a class="el" href="robust_8sql__in.html#a41b730843a663cafbb2999f6f99ad89f">max_iter</a>, varchar <a class="el" href="robust_8sql__in.html#a7f6d9ad99f83891c797f66843bd9500d">optimizer</a>, float8 <a class="el" href="robust_8sql__in.html#a56f2257a03c0f8e0f21ae6a78a57e261">tolerance</a>)</td></tr>
<tr class="separator:a661ad7e883c5e16d92ff9d922f0ccc2e"><td class="memSeparator" colspan="2">&#160;</td></tr>
<tr class="memitem:a4ded9be5c8b111dbb3109efaad83d69e"><td class="memItemLeft" align="right" valign="top">float8&#160;</td><td class="memItemRight" valign="bottom"><a class="el" href="logistic_8sql__in.html#a4ded9be5c8b111dbb3109efaad83d69e">logistic</a> (float8 x)</td></tr>
<tr class="memdesc:a4ded9be5c8b111dbb3109efaad83d69e"><td class="mdescLeft">&#160;</td><td class="mdescRight">Evaluate the usual logistic function in an under-/overflow-safe way. <a href="#a4ded9be5c8b111dbb3109efaad83d69e">More...</a><br/></td></tr>
<tr class="separator:a4ded9be5c8b111dbb3109efaad83d69e"><td class="memSeparator" colspan="2">&#160;</td></tr>
</table>
<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 <a class="el" href="logistic_8sql__in.html#a4ded9be5c8b111dbb3109efaad83d69e" title="Evaluate the usual logistic function in an under-/overflow-safe way. ">logistic</a> regression, see the module description <a class="el" href="group__grp__logreg.html">Logistic Regression</a>. </dd></dl>
</div><h2 class="groupheader">Function Documentation</h2>
<a class="anchor" id="af5fcfe75b7724e0b93901e64e3f8c1b4"></a>
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<td class="memname">__logregr_result __logregr_cg_result </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state</em>)</td><td></td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a0037d0e2891dff4ec1b4e856b9ac103c"></a>
<div class="memitem">
<div class="memproto">
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<td class="memname">aggregate float8 [] __logregr_cg_step </td>
<td>(</td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>y</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>x</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>previous_state</em>&#160;</td>
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<tr>
<td></td>
<td>)</td>
<td></td><td></td>
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</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="aabc041a54449405558d8a522f0e7d995"></a>
<div class="memitem">
<div class="memproto">
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<td class="memname">float8 __logregr_cg_step_distance </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state1</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state2</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a909ec8b38aac9dd78ed7fb52e5e5910d"></a>
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<td class="memname">float8 [] __logregr_cg_step_final </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state</em>)</td><td></td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="ae4f6142efcde3c7d72405f5daf218af7"></a>
<div class="memitem">
<div class="memproto">
<table class="memname">
<tr>
<td class="memname">float8 [] __logregr_cg_step_merge_states </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state1</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state2</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a874e9c5a3ebb7efab16730f85d3e8d25"></a>
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<tr>
<td class="memname">float8 [] __logregr_cg_step_transition </td>
<td>(</td>
<td class="paramtype">float8&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname">, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname">[]&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="ab0b377e0dc63a7d79602643a6ee827c9"></a>
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<td class="memname">__logregr_result __logregr_igd_result </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state</em>)</td><td></td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a782cd8580dac58cc0a70d534dd696801"></a>
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<table class="memname">
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<td class="memname">aggregate float8 [] __logregr_igd_step </td>
<td>(</td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>y</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>x</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>previous_state</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a993ec0ebec0084170902c0cefc489ae8"></a>
<div class="memitem">
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<tr>
<td class="memname">float8 __logregr_igd_step_distance </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state1</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state2</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a44b3499c913ddcc44b0b9e18e2069fed"></a>
<div class="memitem">
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<td class="memname">float8 [] __logregr_igd_step_final </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state</em>)</td><td></td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a2b23f6e4f9671b511d675c43b42b6544"></a>
<div class="memitem">
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<tr>
<td class="memname">float8 [] __logregr_igd_step_merge_states </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state1</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state2</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a0f4010cefc479196d2d280514f92e5b0"></a>
<div class="memitem">
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<tr>
<td class="memname">float8 [] __logregr_igd_step_transition </td>
<td>(</td>
<td class="paramtype">float8&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname">, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname">[]&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="aaaf5ea72356ebae7e808b54c495bc501"></a>
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<td class="memname">__logregr_result __logregr_irls_result </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state</em>)</td><td></td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a7bdf5d39836d8b8826e38a9c15a613c0"></a>
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<td class="memname">aggregate float8 [] __logregr_irls_step </td>
<td>(</td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>y</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>x</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>previous_state</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a56962d63f19d6c4672f9772f6d2b2810"></a>
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<td class="memname">float8 __logregr_irls_step_distance </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state1</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state2</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a45fbe307010fcb5890828e35a398c0a6"></a>
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<td class="memname">float8 [] __logregr_irls_step_final </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state</em>)</td><td></td>
<td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a2671672fed9d07b5c8c68a63e3d99e5f"></a>
<div class="memitem">
<div class="memproto">
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<tr>
<td class="memname">float8 [] __logregr_irls_step_merge_states </td>
<td>(</td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state1</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8[]&#160;</td>
<td class="paramname"><em>state2</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="aa51c257177aa60df02dcf46bac43982e"></a>
<div class="memitem">
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<td class="memname">float8 [] __logregr_irls_step_transition </td>
<td>(</td>
<td class="paramtype">float8&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname">, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname">[], </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname">[]&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a4ded9be5c8b111dbb3109efaad83d69e"></a>
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<td class="memname">float8 logistic </td>
<td>(</td>
<td class="paramtype">float8&#160;</td>
<td class="paramname"><em>x</em>)</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">x</td><td></td></tr>
</table>
</dd>
</dl>
<dl class="section return"><dt>Returns</dt><dd>\( \frac{1}{1 + \exp(-x)} \)</dd></dl>
<p>Evaluating this expression directly can lead to under- or overflows. This function performs the evaluation in a safe manner, making use of the following observations:</p>
<p>In order for the outcome of \( \exp(x) \) to be within the range of the minimum positive double-precision number (i.e., \( 2^{-1074} \)) and the maximum positive double-precision number (i.e., \( (1 + (1 - 2^{52})) * 2^{1023}) \), \( x \) has to be within the natural logarithm of these numbers, so roughly in between -744 and 709. However, \( 1 + \exp(x) \) will just evaluate to 1 if \( \exp(x) \) is less than the machine epsilon (i.e., \( 2^{-52} \)) or, equivalently, if \( x \) is less than the natural logarithm of that; i.e., in any case if \( x \) is less than -37. Note that taking the reciprocal of the largest double-precision number will not cause an underflow. Hence, no further checks are necessary. </p>
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<td class="memname">void logregr_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>tbl_output</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>dep_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>ind_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>grouping_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>max_iter</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>optimizer</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname"><em>tolerance</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">boolean&#160;</td>
<td class="paramname"><em>verbose</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
<p>To include an intercept in the model, set one coordinate in the <code>independentVariables</code> array to 1.</p>
<dl class="params"><dt>Parameters</dt><dd>
<table class="params">
<tr><td class="paramname">tbl_source</td><td>Name of the source relation containing the training data </td></tr>
<tr><td class="paramname">tbl_output</td><td>Name of the output relation to store the model results <pre class="fragment"> Columns of the output relation are as follows:
- &lt;tt&gt;coef FLOAT8[]&lt;/tt&gt; - Array of coefficients, \form#73
- &lt;tt&gt;log_likelihood FLOAT8&lt;/tt&gt; - Log-likelihood \form#74
- &lt;tt&gt;std_err FLOAT8[]&lt;/tt&gt; - Array of standard errors,
</pre> \( \mathit{se}(c_1), \dots, \mathit{se}(c_k) \)<ul>
<li><code>z_stats FLOAT8[]</code> - Array of Wald z-statistics, \( \boldsymbol z \)</li>
<li><code>p_values FLOAT8[]</code> - Array of Wald p-values, \( \boldsymbol p \)</li>
<li><code>odds_ratios FLOAT8[]</code>: Array of odds ratios, \( \mathit{odds}(c_1), \dots, \mathit{odds}(c_k) \)</li>
<li><code>condition_no FLOAT8</code> - The condition number of matrix \( X^T A X \) during the iteration immediately <em>preceding</em> convergence (i.e., \( A \) is computed using the coefficients of the previous iteration) </li>
</ul>
</td></tr>
<tr><td class="paramname">dep_col</td><td>Name of the dependent column (of type BOOLEAN) </td></tr>
<tr><td class="paramname">ind_col</td><td>Name of the independent column (of type DOUBLE PRECISION[]) </td></tr>
<tr><td class="paramname">grouping_col</td><td>Comma delimited list of column names to group-by </td></tr>
<tr><td class="paramname">max_iter</td><td>The maximum number of iterations </td></tr>
<tr><td class="paramname">optimizer</td><td>The optimizer to use (either <code>'irls'</code>/<code>'newton'</code> for iteratively reweighted least squares or <code>'cg'</code> for conjugent gradient) </td></tr>
<tr><td class="paramname">tolerance</td><td>The difference between log-likelihood values in successive iterations that should indicate convergence. This value should be non-negative and a zero value here disables the convergence criterion, and execution will only stop after <code>maxNumIterations</code> iterations. </td></tr>
<tr><td class="paramname">verbose</td><td>If true, any error or warning message will be printed to the console (irrespective of the 'client_min_messages' set by server). If false, no error/warning message is printed to console.</td></tr>
</table>
</dd>
</dl>
<dl class="section user"><dt>Usage</dt><dd><ul>
<li>Get vector of coefficients \( \boldsymbol c \) and all diagnostic statistics:<br/>
<pre>SELECT logregr_train('<em>sourceName</em>', '<em>outName</em>'
'<em>dependentVariable</em>', '<em>independentVariables</em>');
SELECT * from outName;
</pre></li>
<li>Get vector of coefficients \( \boldsymbol c \):<br/>
<pre>SELECT coef from outName;</pre></li>
<li>Get a subset of the output columns, e.g., only the array of coefficients \( \boldsymbol c \), the log-likelihood of determination \( l(\boldsymbol c) \), and the array of p-values \( \boldsymbol p \): <pre>SELECT coef, log_likelihood, p_values FROM outName;</pre></li>
</ul>
</dd></dl>
<dl class="section note"><dt>Note</dt><dd>This function starts an iterative algorithm. It is not an aggregate function. Source, output, and column names have to be passed as strings (due to limitations of the SQL syntax). </dd></dl>
</div>
</div>
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<td class="memname">void logregr_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>tbl_output</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>dep_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>ind_col</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a33891b6c1f860465e4263fce39c35f67"></a>
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<td class="memname">void logregr_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>tbl_output</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>dep_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>ind_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>grouping_col</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a0478683f5d2bd96e1fd5b93ecd8d1582"></a>
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<td class="memname">void logregr_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>tbl_output</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>dep_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>ind_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>grouping_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>max_iter</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
<td></td><td></td>
</tr>
</table>
</div><div class="memdoc">
</div>
</div>
<a class="anchor" id="a6f42d0c4f857dd225318db8ce66b2d14"></a>
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<td class="memname">void logregr_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>tbl_output</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>dep_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>ind_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>grouping_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>max_iter</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>optimizer</em>&#160;</td>
</tr>
<tr>
<td></td>
<td>)</td>
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<td class="memname">void logregr_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>tbl_output</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>dep_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>ind_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>grouping_col</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">integer&#160;</td>
<td class="paramname"><em>max_iter</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">varchar&#160;</td>
<td class="paramname"><em>optimizer</em>, </td>
</tr>
<tr>
<td class="paramkey"></td>
<td></td>
<td class="paramtype">float8&#160;</td>
<td class="paramname"><em>tolerance</em>&#160;</td>
</tr>
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<td>)</td>
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