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| <p>SQL functions for robust variance linear and 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:a3f978229f9a2e229276278985d76c438"><td class="memItemLeft" align="right" valign="top">bytea8 </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a3f978229f9a2e229276278985d76c438">robust_linregr_transition</a> (bytea8 state, float8 y, float8[] x, float8[] coef)</td></tr> |
| <tr class="separator:a3f978229f9a2e229276278985d76c438"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ad85d9925cbab4b59acd798a7b32671ff"><td class="memItemLeft" align="right" valign="top">bytea8 </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#ad85d9925cbab4b59acd798a7b32671ff">robust_linregr_merge_states</a> (bytea8 state1, bytea8 state2)</td></tr> |
| <tr class="separator:ad85d9925cbab4b59acd798a7b32671ff"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a458741a15dc6c2ca627f0d1c1d19b7f8"><td class="memItemLeft" align="right" valign="top">robust_linregr_result </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a458741a15dc6c2ca627f0d1c1d19b7f8">robust_linregr_final</a> (bytea8 state)</td></tr> |
| <tr class="separator:a458741a15dc6c2ca627f0d1c1d19b7f8"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ade1af85b04294ee404a638aa2bfbf051"><td class="memItemLeft" align="right" valign="top">aggregate bytea8 </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#ade1af85b04294ee404a638aa2bfbf051">robust_linregr</a> (float8 dependentVariable, float8[] independentVariables, float8[] coef)</td></tr> |
| <tr class="separator:ade1af85b04294ee404a638aa2bfbf051"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a390473d2fd45e268f0fc13ca971b49b4"><td class="memItemLeft" align="right" valign="top">varchar </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a390473d2fd45e268f0fc13ca971b49b4">robust_variance_linregr</a> (varchar message)</td></tr> |
| <tr class="separator:a390473d2fd45e268f0fc13ca971b49b4"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:aec15331f90464a70c222774d78a5caf2"><td class="memItemLeft" align="right" valign="top">varchar </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#aec15331f90464a70c222774d78a5caf2">robust_variance_linregr</a> ()</td></tr> |
| <tr class="separator:aec15331f90464a70c222774d78a5caf2"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a3f79ad2b83c9749fa85d4f96a12c5af0"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a3f79ad2b83c9749fa85d4f96a12c5af0">robust_variance_linregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, varchar grouping_cols, boolean verbose_mode)</td></tr> |
| <tr class="separator:a3f79ad2b83c9749fa85d4f96a12c5af0"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a80b264be3cd0784d49424efee14b78a8"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a80b264be3cd0784d49424efee14b78a8">robust_variance_linregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, varchar grouping_cols)</td></tr> |
| <tr class="separator:a80b264be3cd0784d49424efee14b78a8"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ac513ea8711b165dac3f75e0c5f4a577f"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#ac513ea8711b165dac3f75e0c5f4a577f">robust_variance_linregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname)</td></tr> |
| <tr class="separator:ac513ea8711b165dac3f75e0c5f4a577f"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a840ddaa14013c4445b7a0d55e9489d8d"><td class="memItemLeft" align="right" valign="top">float8[] </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a840ddaa14013c4445b7a0d55e9489d8d">robust_logregr_step_transition</a> (float8[] state, boolean y, float8[] x, float8[] coef)</td></tr> |
| <tr class="separator:a840ddaa14013c4445b7a0d55e9489d8d"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:aa715a6f6885b56d919a243ec4ff07fde"><td class="memItemLeft" align="right" valign="top">float8[] </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#aa715a6f6885b56d919a243ec4ff07fde">robust_logregr_step_merge_states</a> (float8[] state1, float8[] state2)</td></tr> |
| <tr class="separator:aa715a6f6885b56d919a243ec4ff07fde"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:af8efdd02ad3155411507bf786095a562"><td class="memItemLeft" align="right" valign="top">robust_logregr_result </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#af8efdd02ad3155411507bf786095a562">robust_logregr_step_final</a> (float8[] state)</td></tr> |
| <tr class="separator:af8efdd02ad3155411507bf786095a562"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a6a9290aafa048bcb7cdc13410d5814aa"><td class="memItemLeft" align="right" valign="top">aggregate robust_logregr_result </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a6a9290aafa048bcb7cdc13410d5814aa">robust_logregr</a> (boolean dependentVariable, float8[] independentVariables, float8[] coef)</td></tr> |
| <tr class="separator:a6a9290aafa048bcb7cdc13410d5814aa"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:abc20ec2c5e74f268e7727c33a4bb9054"><td class="memItemLeft" align="right" valign="top">varchar </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#abc20ec2c5e74f268e7727c33a4bb9054">robust_variance_logregr</a> (varchar message)</td></tr> |
| <tr class="separator:abc20ec2c5e74f268e7727c33a4bb9054"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a0c426835208c1c9b14a9cce168c8bf87"><td class="memItemLeft" align="right" valign="top">varchar </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a0c426835208c1c9b14a9cce168c8bf87">robust_variance_logregr</a> ()</td></tr> |
| <tr class="separator:a0c426835208c1c9b14a9cce168c8bf87"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a815cadfeb54447993db9ce2bd2aa709e"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a815cadfeb54447993db9ce2bd2aa709e">robust_variance_logregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, varchar grouping_cols, integer max_iter, varchar optimizer, float8 tolerance, boolean verbose_mode)</td></tr> |
| <tr class="memdesc:a815cadfeb54447993db9ce2bd2aa709e"><td class="mdescLeft"> </td><td class="mdescRight">The robust logistic regression function. <a href="#a815cadfeb54447993db9ce2bd2aa709e">More...</a><br /></td></tr> |
| <tr class="separator:a815cadfeb54447993db9ce2bd2aa709e"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a0924470ae6bf5bb3b4b03e41f69d6f7b"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a0924470ae6bf5bb3b4b03e41f69d6f7b">robust_variance_logregr</a> (varchar source_table, varchar out_table, varchar dependent_variable, varchar independent_variable, varchar grouping_cols, integer max_iter, varchar optimizer, float8 tolerance)</td></tr> |
| <tr class="separator:a0924470ae6bf5bb3b4b03e41f69d6f7b"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a9a9a8c67a89f4ecf6e783762536239bc"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a9a9a8c67a89f4ecf6e783762536239bc">robust_variance_logregr</a> (varchar source_table, varchar out_table, varchar dependent_variable, varchar independent_variable, varchar grouping_cols, integer max_iter, varchar optimizer)</td></tr> |
| <tr class="separator:a9a9a8c67a89f4ecf6e783762536239bc"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:aef8d807073c9e5a8c62b6a318b5048a1"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#aef8d807073c9e5a8c62b6a318b5048a1">robust_variance_logregr</a> (varchar source_table, varchar out_table, varchar dependent_variable, varchar independent_variable, varchar grouping_cols, integer max_iter)</td></tr> |
| <tr class="separator:aef8d807073c9e5a8c62b6a318b5048a1"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a89770eec0b2e47c714a755b5b1697dd9"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a89770eec0b2e47c714a755b5b1697dd9">robust_variance_logregr</a> (varchar source_table, varchar out_table, varchar dependent_variable, varchar independent_variable, varchar grouping_cols)</td></tr> |
| <tr class="separator:a89770eec0b2e47c714a755b5b1697dd9"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ab73b9a117ba6bd637bac5757ed122d59"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#ab73b9a117ba6bd637bac5757ed122d59">robust_variance_logregr</a> (varchar source_table, varchar out_table, varchar dependent_variable, varchar independent_variable)</td></tr> |
| <tr class="separator:ab73b9a117ba6bd637bac5757ed122d59"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a3928ec1e3935e8dc4dbcb9e705805660"><td class="memItemLeft" align="right" valign="top">float8[] </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a3928ec1e3935e8dc4dbcb9e705805660">mlogregr_robust_step_transition</a> (float8[] state, integer y, integer numcategories, integer ref_category, float8[] x, float8[] coef)</td></tr> |
| <tr class="separator:a3928ec1e3935e8dc4dbcb9e705805660"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a123149abbf366743e04ecb6fc7f8b9d9"><td class="memItemLeft" align="right" valign="top">float8[] </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a123149abbf366743e04ecb6fc7f8b9d9">mlogregr_robust_step_merge_states</a> (float8[] state1, float8[] state2)</td></tr> |
| <tr class="separator:a123149abbf366743e04ecb6fc7f8b9d9"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a6bfc968b23887a0a8ddd69a5c3350ba9"><td class="memItemLeft" align="right" valign="top">robust_mlogregr_result </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a6bfc968b23887a0a8ddd69a5c3350ba9">mlogregr_robust_step_final</a> (float8[] state)</td></tr> |
| <tr class="separator:a6bfc968b23887a0a8ddd69a5c3350ba9"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a209021ac52461f029353cec7fb900cd4"><td class="memItemLeft" align="right" valign="top">aggregate robust_mlogregr_result </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a209021ac52461f029353cec7fb900cd4">robust_mlogregr</a> (integer dependentVariable, integer numCategories, integer ref_category, float8[] independentVariables, float8[] coef)</td></tr> |
| <tr class="separator:a209021ac52461f029353cec7fb900cd4"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a1f27c072a4ef885a55825f75d12b3bd8"><td class="memItemLeft" align="right" valign="top">varchar </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a1f27c072a4ef885a55825f75d12b3bd8">robust_variance_mlogregr</a> (varchar message)</td></tr> |
| <tr class="separator:a1f27c072a4ef885a55825f75d12b3bd8"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:abd0fb2d66b0dcb4ee6649aaa97bc62f9"><td class="memItemLeft" align="right" valign="top">varchar </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#abd0fb2d66b0dcb4ee6649aaa97bc62f9">robust_variance_mlogregr</a> ()</td></tr> |
| <tr class="separator:abd0fb2d66b0dcb4ee6649aaa97bc62f9"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a8ee938491f0cd0eda60c9fd320740566"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a8ee938491f0cd0eda60c9fd320740566">robust_variance_mlogregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, integer ref_category, varchar grouping_cols, varchar optimizer_params, boolean verbose_mode)</td></tr> |
| <tr class="memdesc:a8ee938491f0cd0eda60c9fd320740566"><td class="mdescLeft"> </td><td class="mdescRight">Compute robust regression diagnostic statistics for multinomial logistic regression. <a href="#a8ee938491f0cd0eda60c9fd320740566">More...</a><br /></td></tr> |
| <tr class="separator:a8ee938491f0cd0eda60c9fd320740566"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a2a00a61722a2b92fca37883c795598f6"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a2a00a61722a2b92fca37883c795598f6">robust_variance_mlogregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, integer ref_category, varchar grouping_cols, varchar optimizer_params)</td></tr> |
| <tr class="separator:a2a00a61722a2b92fca37883c795598f6"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:afe0d690ca9e2a75f8fd157b548ece204"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#afe0d690ca9e2a75f8fd157b548ece204">robust_variance_mlogregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, integer ref_category, varchar grouping_cols)</td></tr> |
| <tr class="separator:afe0d690ca9e2a75f8fd157b548ece204"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:af3b1cba3e31f65233524d110f5873682"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#af3b1cba3e31f65233524d110f5873682">robust_variance_mlogregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, integer ref_category)</td></tr> |
| <tr class="separator:af3b1cba3e31f65233524d110f5873682"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a93031a31e4c93d3caa22d963927e75c8"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a93031a31e4c93d3caa22d963927e75c8">robust_variance_mlogregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname)</td></tr> |
| <tr class="separator:a93031a31e4c93d3caa22d963927e75c8"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a99a3252474c5fbb2982e461325b1838d"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a99a3252474c5fbb2982e461325b1838d">robust_variance_mlogregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, integer ref_category, varchar grouping_cols, integer max_iter, varchar optimizer, float8 tolerance, boolean verbose_mode)</td></tr> |
| <tr class="separator:a99a3252474c5fbb2982e461325b1838d"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a08cd16eaf72e07c3034951863951d7e1"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a08cd16eaf72e07c3034951863951d7e1">robust_variance_mlogregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, integer ref_category, varchar grouping_cols, integer max_iter, varchar optimizer, float8 tolerance)</td></tr> |
| <tr class="separator:a08cd16eaf72e07c3034951863951d7e1"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:abdebb95685f06580eade2941a2edd2af"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#abdebb95685f06580eade2941a2edd2af">robust_variance_mlogregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, integer ref_category, varchar grouping_cols, integer max_iter, varchar optimizer)</td></tr> |
| <tr class="separator:abdebb95685f06580eade2941a2edd2af"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a4ebbb7afe6193dfa77116a5c3ae9b7dc"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="robust_8sql__in.html#a4ebbb7afe6193dfa77116a5c3ae9b7dc">robust_variance_mlogregr</a> (varchar source_table, varchar out_table, varchar dependent_varname, varchar independent_varname, integer ref_category, varchar grouping_cols, integer max_iter)</td></tr> |
| <tr class="separator:a4ebbb7afe6193dfa77116a5c3ae9b7dc"><td class="memSeparator" colspan="2"> </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>2012</dd></dl> |
| <dl class="section see"><dt>See also</dt><dd>For a brief introduction to robust variance, see <a class="el" href="group__grp__robust.html">Robust Variance</a> </dd></dl> |
| </div><h2 class="groupheader">Function Documentation</h2> |
| <a class="anchor" id="a6bfc968b23887a0a8ddd69a5c3350ba9"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">robust_mlogregr_result mlogregr_robust_step_final </td> |
| <td>(</td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>state</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a123149abbf366743e04ecb6fc7f8b9d9"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 [] mlogregr_robust_step_merge_states </td> |
| <td>(</td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>state1</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>state2</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a3928ec1e3935e8dc4dbcb9e705805660"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 [] mlogregr_robust_step_transition </td> |
| <td>(</td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>state</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>y</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>numcategories</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>x</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>coef</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ade1af85b04294ee404a638aa2bfbf051"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">aggregate bytea8 robust_linregr </td> |
| <td>(</td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>dependentVariable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>independentVariables</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>coef</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a458741a15dc6c2ca627f0d1c1d19b7f8"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">robust_linregr_result robust_linregr_final </td> |
| <td>(</td> |
| <td class="paramtype">bytea8 </td> |
| <td class="paramname"><em>state</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ad85d9925cbab4b59acd798a7b32671ff"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">bytea8 robust_linregr_merge_states </td> |
| <td>(</td> |
| <td class="paramtype">bytea8 </td> |
| <td class="paramname"><em>state1</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bytea8 </td> |
| <td class="paramname"><em>state2</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a3f978229f9a2e229276278985d76c438"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">bytea8 robust_linregr_transition </td> |
| <td>(</td> |
| <td class="paramtype">bytea8 </td> |
| <td class="paramname"><em>state</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>y</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>x</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>coef</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a6a9290aafa048bcb7cdc13410d5814aa"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">aggregate robust_logregr_result robust_logregr </td> |
| <td>(</td> |
| <td class="paramtype">boolean </td> |
| <td class="paramname"><em>dependentVariable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>independentVariables</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>coef</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="af8efdd02ad3155411507bf786095a562"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">robust_logregr_result robust_logregr_step_final </td> |
| <td>(</td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>state</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="aa715a6f6885b56d919a243ec4ff07fde"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 [] robust_logregr_step_merge_states </td> |
| <td>(</td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>state1</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>state2</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a840ddaa14013c4445b7a0d55e9489d8d"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 [] robust_logregr_step_transition </td> |
| <td>(</td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>state</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">boolean </td> |
| <td class="paramname"><em>y</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>x</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>coef</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a209021ac52461f029353cec7fb900cd4"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">aggregate robust_mlogregr_result robust_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>dependentVariable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>numCategories</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>independentVariables</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>coef</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a390473d2fd45e268f0fc13ca971b49b4"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">varchar robust_variance_linregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>message</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="aec15331f90464a70c222774d78a5caf2"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">varchar robust_variance_linregr </td> |
| <td>(</td> |
| <td class="paramname"></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a3f79ad2b83c9749fa85d4f96a12c5af0"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_linregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">boolean </td> |
| <td class="paramname"><em>verbose_mode</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a80b264be3cd0784d49424efee14b78a8"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_linregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ac513ea8711b165dac3f75e0c5f4a577f"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_linregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="abc20ec2c5e74f268e7727c33a4bb9054"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">varchar robust_variance_logregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>message</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a0c426835208c1c9b14a9cce168c8bf87"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">varchar robust_variance_logregr </td> |
| <td>(</td> |
| <td class="paramname"></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a815cadfeb54447993db9ce2bd2aa709e"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_logregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>max_iter</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>optimizer</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>tolerance</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">boolean </td> |
| <td class="paramname"><em>verbose_mode</em> </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">source_table</td><td>String identifying the input table </td></tr> |
| <tr><td class="paramname">out_table</td><td>String identifying the output table to be created </td></tr> |
| <tr><td class="paramname">dependent_varname</td><td>Column containing the dependent variable </td></tr> |
| <tr><td class="paramname">independent_varname</td><td>Column containing the array of independent variables </td></tr> |
| <tr><td class="paramname">grouping_cols</td><td>Columns to group by. </td></tr> |
| <tr><td class="paramname">max_iter</td><td>Integer identifying the maximum iterations used by the logistic regression solver. Default is 20. </td></tr> |
| <tr><td class="paramname">optimizer</td><td>String identifying the optimizer used in the logistic regression. See the documentation in the logistic regression for the available options. Default is irls. </td></tr> |
| <tr><td class="paramname">tolerance</td><td>Float identifying the tolerance of the logistic regression optimizer. Default is 1e-4. </td></tr> |
| <tr><td class="paramname">verbose_mode</td><td>Boolean specifying if the regression fit should print any warning messages. Default is false. </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section user"><dt></dt><dd>To include an intercept in the model, set one coordinate in the <code>independent_varname</code> array to 1.</dd></dl> |
| <dl class="section return"><dt>Returns</dt><dd>A composite value:<ul> |
| <li><code>std_err FLOAT8[]</code> - Array of huber-white standard errors, \( \mathit{se}(c_1), \dots, \mathit{se}(c_k) \)</li> |
| <li><code>t_stats FLOAT8[]</code> - Array of t-statistics, \( \boldsymbol t \)</li> |
| <li><code>p_values FLOAT8[]</code> - Array of p-values, \( \boldsymbol p \)</li> |
| </ul> |
| </dd></dl> |
| <dl class="section user"><dt>Usage</dt><dd>For function summary information. Run sql> select robust_variance_logregr('help'); OR sql> select <a class="el" href="robust_8sql__in.html#abc20ec2c5e74f268e7727c33a4bb9054">robust_variance_logregr()</a>; OR sql> select robust_variance_logregr('?'); For function usage information. Run sql> select robust_variance_logregr('usage');<ul> |
| <li>Compute the coefficients, and the get the robust diagnostic statistics: <pre> |
| select robust_variance_logregr(source_table, out_table, regression_type, dependentVariable, independentVariables, NULL ); |
| </pre></li> |
| <li>If the coefficients are already known, they can be provided directly <pre>select robust_variance_logregr(source_table, out_table, regression_type, dependentVariable, independentVariables, coef ); |
| </pre> </li> |
| </ul> |
| </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a0924470ae6bf5bb3b4b03e41f69d6f7b"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_logregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_variable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_variable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>max_iter</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>optimizer</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>tolerance</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a9a9a8c67a89f4ecf6e783762536239bc"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_logregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_variable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_variable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>max_iter</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>optimizer</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="aef8d807073c9e5a8c62b6a318b5048a1"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_logregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_variable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_variable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>max_iter</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a89770eec0b2e47c714a755b5b1697dd9"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_logregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_variable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_variable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ab73b9a117ba6bd637bac5757ed122d59"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_logregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_variable</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_variable</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a1f27c072a4ef885a55825f75d12b3bd8"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">varchar robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>message</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="abd0fb2d66b0dcb4ee6649aaa97bc62f9"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">varchar robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramname"></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a8ee938491f0cd0eda60c9fd320740566"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>optimizer_params</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">boolean </td> |
| <td class="paramname"><em>verbose_mode</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| <p>– NOTICE ---------------------------------------------------------—— – All functions calling other modeling functions should be in the format: – accept a model table created by the underlying modeling function – and extract all parameters from the model table and summary table CREATE OR REPLACE FUNCTION MADlib.robust_variance_mlogregr( model_table VARCHAR – name of the mlogregr model table , out_table VARCHAR – name of output table ) RETURNS VOID AS $$ PythonFunction(regress, robust_mlogistic, robust_variance_mlogregr_new) $$ LANGUAGE plpythonu; – END OF NOTICE ---------------------------------------------------------—— </p><dl class="params"><dt>Parameters</dt><dd> |
| <table class="params"> |
| <tr><td class="paramname">source_table</td><td>name of input table, VARCHAR </td></tr> |
| <tr><td class="paramname">out_table</td><td>name of output table, VARCHAR </td></tr> |
| <tr><td class="paramname">dependent_varname</td><td>dependent variable, VARCHAR </td></tr> |
| <tr><td class="paramname">independent_varname</td><td>independent variables, VARCHAR </td></tr> |
| <tr><td class="paramname">ref_category</td><td>Integer specifying the reference category. Default is 0. </td></tr> |
| <tr><td class="paramname">grouping_cols</td><td>grouping variables, VARCHAR. Default is NULL. Currently a placeholder. </td></tr> |
| <tr><td class="paramname">max_iter</td><td>Integer identifying the maximum iterations used by the logistic regression solver. Default is 20. </td></tr> |
| <tr><td class="paramname">optimizer</td><td>String identifying the optimizer used in the multinomial logistic regression. See the documentation in the multinomial logistic regression for the available options. Default is 'irls'. </td></tr> |
| <tr><td class="paramname">tolerance</td><td>Float identifying the tolerance of the multinomial logistic regression optimizer. Default is 1e-4. </td></tr> |
| <tr><td class="paramname">verbose_mode</td><td>Boolean specifying if the multinomial logistic regression solver should print any warnings. Currently a placeholder.</td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section user"><dt></dt><dd>To include an intercept in the model, set one coordinate in the <code>independentVariables</code> array to 1.</dd></dl> |
| <dl class="section user"><dt>Usage</dt><dd><pre> |
| SELECT madlib.robust_variance_mlogregr( |
| <em>'source_table'</em>, -- name of input table, VARCHAR |
| <em>'out_table'</em>, -- name of output table, VARCHAR |
| <em>'dependent_varname'</em>, -- dependent variable, VARCHAR |
| <em>'independent_varname'</em>, -- independent variables, VARCHAR |
| <em>ref_category</em>, -- [OPTIONAL] Integer specifying the reference category. Default is 0. |
| <em>'grouping_cols'</em>, -- [OPTIONAL] grouping variables, VARCHAR. Default is NULL. |
| <em>max_iter</em>, -- [OPTIONAL] Integer identifying the maximum iterations used by the logistic regression solver. Default is 20. |
| <em>'optimizer'</em>, -- [OPTIONAL] String identifying the optimizer used in the multinomial logistic regression. See the documentation in the multinomial logistic regression for the available options. Default is irls. |
| <em>tolerance</em>, -- [OPTIONAL] Float identifying the tolerance of the multinomial logistic regression optimizer. Default is 1e-4. |
| <em>verbose_mode</em> -- [OPTIONAL] Boolean specifying if the regression fit should print any warning messages. Default is false. |
| ); |
| </pre></dd></dl> |
| <dl class="section return"><dt>Returns</dt><dd>A composite value:<ul> |
| <li><code>ref_category INTEGER</code> - The reference category</li> |
| <li><code>coef FLOAT8[] </code> - The coefficients for the regression</li> |
| <li><code>std_err FLOAT8[]</code> - Array of huber-white standard errors,</li> |
| <li><code>z_stats FLOAT8[]</code> - Array of Wald z-statistics,</li> |
| <li><code>p_values FLOAT8[]</code> - Array of p-values, </li> |
| </ul> |
| </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a2a00a61722a2b92fca37883c795598f6"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>optimizer_params</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="afe0d690ca9e2a75f8fd157b548ece204"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="af3b1cba3e31f65233524d110f5873682"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a93031a31e4c93d3caa22d963927e75c8"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a99a3252474c5fbb2982e461325b1838d"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>max_iter</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>optimizer</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>tolerance</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">boolean </td> |
| <td class="paramname"><em>verbose_mode</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a08cd16eaf72e07c3034951863951d7e1"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>max_iter</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>optimizer</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>tolerance</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="abdebb95685f06580eade2941a2edd2af"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>max_iter</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>optimizer</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a4ebbb7afe6193dfa77116a5c3ae9b7dc"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void robust_variance_mlogregr </td> |
| <td>(</td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>source_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>out_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>dependent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>independent_varname</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>ref_category</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">varchar </td> |
| <td class="paramname"><em>grouping_cols</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">integer </td> |
| <td class="paramname"><em>max_iter</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
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