| <!-- HTML header for doxygen 1.8.4--> |
| <!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "http://www.w3.org/TR/xhtml1/DTD/xhtml1-transitional.dtd"> |
| <html xmlns="http://www.w3.org/1999/xhtml"> |
| <head> |
| <meta http-equiv="Content-Type" content="text/xhtml;charset=UTF-8"/> |
| <meta http-equiv="X-UA-Compatible" content="IE=9"/> |
| <meta name="generator" content="Doxygen 1.8.10"/> |
| <meta name="keywords" content="madlib,postgres,greenplum,machine learning,data mining,deep learning,ensemble methods,data science,market basket analysis,affinity analysis,pca,lda,regression,elastic net,huber white,proportional hazards,k-means,latent dirichlet allocation,bayes,support vector machines,svm"/> |
| <title>MADlib: online_sv.sql_in File Reference</title> |
| <link href="tabs.css" rel="stylesheet" type="text/css"/> |
| <script type="text/javascript" src="jquery.js"></script> |
| <script type="text/javascript" src="dynsections.js"></script> |
| <link href="navtree.css" rel="stylesheet" type="text/css"/> |
| <script type="text/javascript" src="resize.js"></script> |
| <script type="text/javascript" src="navtreedata.js"></script> |
| <script type="text/javascript" src="navtree.js"></script> |
| <script type="text/javascript"> |
| $(document).ready(initResizable); |
| $(window).load(resizeHeight); |
| </script> |
| <link href="search/search.css" rel="stylesheet" type="text/css"/> |
| <script type="text/javascript" src="search/searchdata.js"></script> |
| <script type="text/javascript" src="search/search.js"></script> |
| <script type="text/javascript"> |
| $(document).ready(function() { init_search(); }); |
| </script> |
| <!-- hack in the navigation tree --> |
| <script type="text/javascript" src="navtree_hack.js"></script> |
| <link href="doxygen.css" rel="stylesheet" type="text/css" /> |
| <link href="madlib_extra.css" rel="stylesheet" type="text/css"/> |
| <!-- google analytics --> |
| <script> |
| (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){ |
| (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), |
| m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) |
| })(window,document,'script','//www.google-analytics.com/analytics.js','ga'); |
| ga('create', 'UA-45382226-1', 'madlib.net'); |
| ga('send', 'pageview'); |
| </script> |
| </head> |
| <body> |
| <div id="top"><!-- do not remove this div, it is closed by doxygen! --> |
| <div id="titlearea"> |
| <table cellspacing="0" cellpadding="0"> |
| <tbody> |
| <tr style="height: 56px;"> |
| <td id="projectlogo"><a href="http://madlib.net"><img alt="Logo" src="madlib.png" height="50" style="padding-left:0.5em;" border="0"/ ></a></td> |
| <td style="padding-left: 0.5em;"> |
| <div id="projectname"> |
| <span id="projectnumber">1.8</span> |
| </div> |
| <div id="projectbrief">User Documentation for MADlib</div> |
| </td> |
| <td> <div id="MSearchBox" class="MSearchBoxInactive"> |
| <span class="left"> |
| <img id="MSearchSelect" src="search/mag_sel.png" |
| onmouseover="return searchBox.OnSearchSelectShow()" |
| onmouseout="return searchBox.OnSearchSelectHide()" |
| alt=""/> |
| <input type="text" id="MSearchField" value="Search" accesskey="S" |
| onfocus="searchBox.OnSearchFieldFocus(true)" |
| onblur="searchBox.OnSearchFieldFocus(false)" |
| onkeyup="searchBox.OnSearchFieldChange(event)"/> |
| </span><span class="right"> |
| <a id="MSearchClose" href="javascript:searchBox.CloseResultsWindow()"><img id="MSearchCloseImg" border="0" src="search/close.png" alt=""/></a> |
| </span> |
| </div> |
| </td> |
| </tr> |
| </tbody> |
| </table> |
| </div> |
| <!-- end header part --> |
| <!-- Generated by Doxygen 1.8.10 --> |
| <script type="text/javascript"> |
| var searchBox = new SearchBox("searchBox", "search",false,'Search'); |
| </script> |
| </div><!-- top --> |
| <div id="side-nav" class="ui-resizable side-nav-resizable"> |
| <div id="nav-tree"> |
| <div id="nav-tree-contents"> |
| <div id="nav-sync" class="sync"></div> |
| </div> |
| </div> |
| <div id="splitbar" style="-moz-user-select:none;" |
| class="ui-resizable-handle"> |
| </div> |
| </div> |
| <script type="text/javascript"> |
| $(document).ready(function(){initNavTree('online__sv_8sql__in.html','');}); |
| </script> |
| <div id="doc-content"> |
| <!-- window showing the filter options --> |
| <div id="MSearchSelectWindow" |
| onmouseover="return searchBox.OnSearchSelectShow()" |
| onmouseout="return searchBox.OnSearchSelectHide()" |
| onkeydown="return searchBox.OnSearchSelectKey(event)"> |
| </div> |
| |
| <!-- iframe showing the search results (closed by default) --> |
| <div id="MSearchResultsWindow"> |
| <iframe src="javascript:void(0)" frameborder="0" |
| name="MSearchResults" id="MSearchResults"> |
| </iframe> |
| </div> |
| |
| <div class="header"> |
| <div class="summary"> |
| <a href="#func-members">Functions</a> </div> |
| <div class="headertitle"> |
| <div class="title">online_sv.sql_in File Reference</div> </div> |
| </div><!--header--> |
| <div class="contents"> |
| |
| <p>SQL functions for support vector machines. |
| <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:acc2d778a8eb48ab775ff9c1dff4a3141"><td class="memItemLeft" align="right" valign="top">float8 </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#acc2d778a8eb48ab775ff9c1dff4a3141">svm_dot</a> (float8[] x, float8[] y)</td></tr> |
| <tr class="memdesc:acc2d778a8eb48ab775ff9c1dff4a3141"><td class="mdescLeft"> </td><td class="mdescRight">Dot product kernel function. <a href="#acc2d778a8eb48ab775ff9c1dff4a3141">More...</a><br /></td></tr> |
| <tr class="separator:acc2d778a8eb48ab775ff9c1dff4a3141"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ab53cac5790dafd7230359e08c72af4f1"><td class="memItemLeft" align="right" valign="top">float8 </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#ab53cac5790dafd7230359e08c72af4f1">svm_dot</a> (float8[] x, float8[] y, float8 placeholder)</td></tr> |
| <tr class="separator:ab53cac5790dafd7230359e08c72af4f1"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a1ac76fdf9623e0a4db47665f2a80be90"><td class="memItemLeft" align="right" valign="top">float8 </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a1ac76fdf9623e0a4db47665f2a80be90">svm_polynomial</a> (float8[] x, float8[] y, float8 degree)</td></tr> |
| <tr class="memdesc:a1ac76fdf9623e0a4db47665f2a80be90"><td class="mdescLeft"> </td><td class="mdescRight">Polynomial kernel function. <a href="#a1ac76fdf9623e0a4db47665f2a80be90">More...</a><br /></td></tr> |
| <tr class="separator:a1ac76fdf9623e0a4db47665f2a80be90"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a9f2a96e1a241ecc66386a78b110777d3"><td class="memItemLeft" align="right" valign="top">float8 </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a9f2a96e1a241ecc66386a78b110777d3">svm_gaussian</a> (float8[] x, float8[] y, float8 gamma)</td></tr> |
| <tr class="memdesc:a9f2a96e1a241ecc66386a78b110777d3"><td class="mdescLeft"> </td><td class="mdescRight">Gaussian kernel function. <a href="#a9f2a96e1a241ecc66386a78b110777d3">More...</a><br /></td></tr> |
| <tr class="separator:a9f2a96e1a241ecc66386a78b110777d3"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a5988c209ceb6d15b9139eef0c16d7b7d"><td class="memItemLeft" align="right" valign="top">float8 </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a5988c209ceb6d15b9139eef0c16d7b7d">svm_predict_sub</a> (int, int, float8[], float8[], float8[], text, float8)</td></tr> |
| <tr class="separator:a5988c209ceb6d15b9139eef0c16d7b7d"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:adc8c1c1d5e2deb20f5436790468b052f"><td class="memItemLeft" align="right" valign="top">float8 </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#adc8c1c1d5e2deb20f5436790468b052f">svm_predict</a> (svm_model_rec svs, float8[] ind, text kernel, float8 kernel_param)</td></tr> |
| <tr class="separator:adc8c1c1d5e2deb20f5436790468b052f"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a0eb68a44edff3fa53891a6a39de61e57"><td class="memItemLeft" align="right" valign="top">svm_model_rec </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a0eb68a44edff3fa53891a6a39de61e57">svm_reg_update</a> (svm_model_rec svs, float8[] ind, float8 label, text kernel, float8 eta, float8 nu, float8 slambda, float8 kernel_param)</td></tr> |
| <tr class="separator:a0eb68a44edff3fa53891a6a39de61e57"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a225bdb74eaa687cef0ddbb35145318fc"><td class="memItemLeft" align="right" valign="top">aggregate svm_model_rec </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a225bdb74eaa687cef0ddbb35145318fc">svm_reg_agg</a> (float8[], float8, text, float8, float8, float8, float8)</td></tr> |
| <tr class="separator:a225bdb74eaa687cef0ddbb35145318fc"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a837bd8cfd5f3200e985febf0ff7ec013"><td class="memItemLeft" align="right" valign="top">svm_model_rec </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a837bd8cfd5f3200e985febf0ff7ec013">svm_cls_update</a> (svm_model_rec svs, float8[] ind, float8 label, text kernel, float8 eta, float8 nu, float8 kernel_param)</td></tr> |
| <tr class="separator:a837bd8cfd5f3200e985febf0ff7ec013"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a4fd5a4571d959a892ab28dab1fea92f3"><td class="memItemLeft" align="right" valign="top">aggregate svm_model_rec </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a4fd5a4571d959a892ab28dab1fea92f3">svm_cls_agg</a> (float8[], float8, text, float8, float8, float8)</td></tr> |
| <tr class="separator:a4fd5a4571d959a892ab28dab1fea92f3"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ae6aef7b5654b6da487d0178adf443ee9"><td class="memItemLeft" align="right" valign="top">svm_model_rec </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#ae6aef7b5654b6da487d0178adf443ee9">svm_nd_update</a> (svm_model_rec svs, float8[] ind, text kernel, float8 eta, float8 nu, float8 kernel_param)</td></tr> |
| <tr class="separator:ae6aef7b5654b6da487d0178adf443ee9"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a9e0abf5bf91bd0833bf80b9d9a5ae8bf"><td class="memItemLeft" align="right" valign="top">aggregate svm_model_rec </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a9e0abf5bf91bd0833bf80b9d9a5ae8bf">svm_nd_agg</a> (float8[], text, float8, float8, float8)</td></tr> |
| <tr class="separator:a9e0abf5bf91bd0833bf80b9d9a5ae8bf"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ad2cd899daaa2036b475f71c28cc031ae"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#ad2cd899daaa2036b475f71c28cc031ae">svm_store_model</a> (text model_temp_table, text model_name, text model_table)</td></tr> |
| <tr class="separator:ad2cd899daaa2036b475f71c28cc031ae"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ab54d33f13c0e00faa358e3e3f17c10fb"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#ab54d33f13c0e00faa358e3e3f17c10fb">svm_drop_model</a> (text model_table)</td></tr> |
| <tr class="memdesc:ab54d33f13c0e00faa358e3e3f17c10fb"><td class="mdescLeft"> </td><td class="mdescRight">Drops all tables pertaining to a model. <a href="#ab54d33f13c0e00faa358e3e3f17c10fb">More...</a><br /></td></tr> |
| <tr class="separator:ab54d33f13c0e00faa358e3e3f17c10fb"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:acaf1f4aa3eec5710de5c03e368a4b106"><td class="memItemLeft" align="right" valign="top">set< svm_reg_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#acaf1f4aa3eec5710de5c03e368a4b106">svm_regression</a> (text input_table, text model_table, bool parallel, text kernel_func)</td></tr> |
| <tr class="memdesc:acaf1f4aa3eec5710de5c03e368a4b106"><td class="mdescLeft"> </td><td class="mdescRight">This is the support vector regression function. <a href="#acaf1f4aa3eec5710de5c03e368a4b106">More...</a><br /></td></tr> |
| <tr class="separator:acaf1f4aa3eec5710de5c03e368a4b106"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:adf8476bf068d056924d39092d634579c"><td class="memItemLeft" align="right" valign="top">set< svm_reg_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#adf8476bf068d056924d39092d634579c">svm_regression</a> (text input_table, text model_table, bool parallel, text kernel_func, bool verbose, float8 eta, float8 nu, float8 slambda, float8 kernel_param)</td></tr> |
| <tr class="memdesc:adf8476bf068d056924d39092d634579c"><td class="mdescLeft"> </td><td class="mdescRight">This is the support vector regression function. <a href="#adf8476bf068d056924d39092d634579c">More...</a><br /></td></tr> |
| <tr class="separator:adf8476bf068d056924d39092d634579c"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ac5cb9c20d6620b155ac872576a056f2a"><td class="memItemLeft" align="right" valign="top">set< svm_reg_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#ac5cb9c20d6620b155ac872576a056f2a">svm_regression</a> (text input_table, text model_table, bool parallel, text kernel_func, bool verbose, float8 eta, float8 nu, float8 slambda)</td></tr> |
| <tr class="memdesc:ac5cb9c20d6620b155ac872576a056f2a"><td class="mdescLeft"> </td><td class="mdescRight">This is the support vector regression function. <a href="#ac5cb9c20d6620b155ac872576a056f2a">More...</a><br /></td></tr> |
| <tr class="separator:ac5cb9c20d6620b155ac872576a056f2a"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a892d973661d6ba5ffe9285586bd603db"><td class="memItemLeft" align="right" valign="top">set< svm_cls_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a892d973661d6ba5ffe9285586bd603db">svm_classification</a> (text input_table, text model_table, bool parallel, text kernel_func, float8 kernel_param)</td></tr> |
| <tr class="memdesc:a892d973661d6ba5ffe9285586bd603db"><td class="mdescLeft"> </td><td class="mdescRight">This is the support vector classification function. <a href="#a892d973661d6ba5ffe9285586bd603db">More...</a><br /></td></tr> |
| <tr class="separator:a892d973661d6ba5ffe9285586bd603db"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a20a2c8a905be6e922885e23e9dab0a4c"><td class="memItemLeft" align="right" valign="top">set< svm_cls_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a20a2c8a905be6e922885e23e9dab0a4c">svm_classification</a> (text input_table, text model_table, bool parallel, text kernel_func)</td></tr> |
| <tr class="separator:a20a2c8a905be6e922885e23e9dab0a4c"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a52da1e1da56f9eb9998f84af29623644"><td class="memItemLeft" align="right" valign="top">set< svm_cls_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a52da1e1da56f9eb9998f84af29623644">svm_classification</a> (text input_table, text model_table, bool parallel, text kernel_func, bool verbose, float8 eta, float8 nu, float8 kernel_param)</td></tr> |
| <tr class="memdesc:a52da1e1da56f9eb9998f84af29623644"><td class="mdescLeft"> </td><td class="mdescRight">This is the support vector classification function. <a href="#a52da1e1da56f9eb9998f84af29623644">More...</a><br /></td></tr> |
| <tr class="separator:a52da1e1da56f9eb9998f84af29623644"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ad90b6bf3b807f22d37b0e2b1893262f0"><td class="memItemLeft" align="right" valign="top">set< svm_cls_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#ad90b6bf3b807f22d37b0e2b1893262f0">svm_classification</a> (text input_table, text model_table, bool parallel, text kernel_func, bool verbose, float8 eta, float8 nu)</td></tr> |
| <tr class="separator:ad90b6bf3b807f22d37b0e2b1893262f0"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a3448ea62ab57fe4cf177f5fa6b5db7d3"><td class="memItemLeft" align="right" valign="top">set< svm_nd_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a3448ea62ab57fe4cf177f5fa6b5db7d3">svm_novelty_detection</a> (text input_table, text model_table, bool parallel, text kernel_func)</td></tr> |
| <tr class="memdesc:a3448ea62ab57fe4cf177f5fa6b5db7d3"><td class="mdescLeft"> </td><td class="mdescRight">This is the support vector novelty detection function. <a href="#a3448ea62ab57fe4cf177f5fa6b5db7d3">More...</a><br /></td></tr> |
| <tr class="separator:a3448ea62ab57fe4cf177f5fa6b5db7d3"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a75b773bcf4b5242c673d0e54128ed159"><td class="memItemLeft" align="right" valign="top">set< svm_nd_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a75b773bcf4b5242c673d0e54128ed159">svm_novelty_detection</a> (text input_table, text model_table, bool parallel, text kernel_func, bool verbose, float8 eta, float8 nu, float8 kernel_param)</td></tr> |
| <tr class="memdesc:a75b773bcf4b5242c673d0e54128ed159"><td class="mdescLeft"> </td><td class="mdescRight">This is the support vector novelty detection function. <a href="#a75b773bcf4b5242c673d0e54128ed159">More...</a><br /></td></tr> |
| <tr class="separator:a75b773bcf4b5242c673d0e54128ed159"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a5bae5335b51e448cd7fb9cb7a54b0bfa"><td class="memItemLeft" align="right" valign="top">set< svm_nd_result > </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a5bae5335b51e448cd7fb9cb7a54b0bfa">svm_novelty_detection</a> (text input_table, text model_table, bool parallel, text kernel_func, bool verbose, float8 eta, float8 nu)</td></tr> |
| <tr class="memdesc:a5bae5335b51e448cd7fb9cb7a54b0bfa"><td class="mdescLeft"> </td><td class="mdescRight">This is the support vector novelty detection function. <a href="#a5bae5335b51e448cd7fb9cb7a54b0bfa">More...</a><br /></td></tr> |
| <tr class="separator:a5bae5335b51e448cd7fb9cb7a54b0bfa"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a91ac71354e9dec74e25339bf168c2e5b"><td class="memItemLeft" align="right" valign="top">text </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a91ac71354e9dec74e25339bf168c2e5b">svm_predict_batch</a> (text input_table, text data_col, text id_col, text model_table, text output_table, bool parallel)</td></tr> |
| <tr class="memdesc:a91ac71354e9dec74e25339bf168c2e5b"><td class="mdescLeft"> </td><td class="mdescRight">Scores the data points stored in a table using a learned support-vector model. <a href="#a91ac71354e9dec74e25339bf168c2e5b">More...</a><br /></td></tr> |
| <tr class="separator:a91ac71354e9dec74e25339bf168c2e5b"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a1dc40f2607434e3df8f6fa583676a2a4"><td class="memItemLeft" align="right" valign="top">float8[] </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a1dc40f2607434e3df8f6fa583676a2a4">__svm_random_ind</a> (int d)</td></tr> |
| <tr class="separator:a1dc40f2607434e3df8f6fa583676a2a4"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:aad5312d437c151842cae525380882755"><td class="memItemLeft" align="right" valign="top">float8[] </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#aad5312d437c151842cae525380882755">__svm_random_ind2</a> (int d)</td></tr> |
| <tr class="separator:aad5312d437c151842cae525380882755"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:adc9fe3f9b4a04dff13004edbaab8240f"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#adc9fe3f9b4a04dff13004edbaab8240f">svm_generate_reg_data</a> (text output_table, int num, int dim)</td></tr> |
| <tr class="separator:adc9fe3f9b4a04dff13004edbaab8240f"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ae861516ef0c8ad4926061297ff2b2f31"><td class="memItemLeft" align="right" valign="top">float8 </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#ae861516ef0c8ad4926061297ff2b2f31">__svm_target_reg_func</a> (float8[] ind)</td></tr> |
| <tr class="separator:ae861516ef0c8ad4926061297ff2b2f31"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a1cf6d0632772caf6643212a4698d2507"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a1cf6d0632772caf6643212a4698d2507">svm_generate_cls_data</a> (text output_table, int num, int dim)</td></tr> |
| <tr class="separator:a1cf6d0632772caf6643212a4698d2507"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:ae328001913d6a57598df43e93f18898a"><td class="memItemLeft" align="right" valign="top">float8 </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#ae328001913d6a57598df43e93f18898a">__svm_target_cl_func</a> (float8[] ind)</td></tr> |
| <tr class="separator:ae328001913d6a57598df43e93f18898a"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a8be25cfa6134cc12bbc6d31c04712c23"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a8be25cfa6134cc12bbc6d31c04712c23">svm_generate_nd_data</a> (text output_table, int num, int dim)</td></tr> |
| <tr class="separator:a8be25cfa6134cc12bbc6d31c04712c23"><td class="memSeparator" colspan="2"> </td></tr> |
| <tr class="memitem:a78bb07d8f4aee80c3bbc8e8176e512be"><td class="memItemLeft" align="right" valign="top">void </td><td class="memItemRight" valign="bottom"><a class="el" href="online__sv_8sql__in.html#a78bb07d8f4aee80c3bbc8e8176e512be">svm_data_normalization</a> (text input_table)</td></tr> |
| <tr class="memdesc:a78bb07d8f4aee80c3bbc8e8176e512be"><td class="mdescLeft"> </td><td class="mdescRight">Normalizes the data stored in a table, and save the normalized data in a new table. <a href="#a78bb07d8f4aee80c3bbc8e8176e512be">More...</a><br /></td></tr> |
| <tr class="separator:a78bb07d8f4aee80c3bbc8e8176e512be"><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 see"><dt>See also</dt><dd>For an introduction to Support vector machines (SVMs) and related kernel methods, see the module description <a class="el" href="group__grp__kernmach.html">Support Vector Machines</a>. </dd></dl> |
| </div><h2 class="groupheader">Function Documentation</h2> |
| <a class="anchor" id="a1dc40f2607434e3df8f6fa583676a2a4"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 [] __svm_random_ind </td> |
| <td>(</td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>d</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="aad5312d437c151842cae525380882755"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 [] __svm_random_ind2 </td> |
| <td>(</td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>d</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ae328001913d6a57598df43e93f18898a"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 __svm_target_cl_func </td> |
| <td>(</td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>ind</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ae861516ef0c8ad4926061297ff2b2f31"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 __svm_target_reg_func </td> |
| <td>(</td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>ind</em></td><td>)</td> |
| <td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a892d973661d6ba5ffe9285586bd603db"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_cls_result> svm_classification </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>kernel_param</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">input_table</td><td>The name of the table/view with the training data </td></tr> |
| <tr><td class="paramname">model_table</td><td>The name of the table under which we want to store the learned model </td></tr> |
| <tr><td class="paramname">parallel</td><td>A flag indicating whether the system should learn multiple models in parallel </td></tr> |
| <tr><td class="paramname">kernel_func</td><td>Kernel function </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>A summary of the learning process </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a20a2c8a905be6e922885e23e9dab0a4c"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_cls_result> svm_classification </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a52da1e1da56f9eb9998f84af29623644"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_cls_result> svm_classification </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>verbose</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>eta</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>nu</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>kernel_param</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">input_table</td><td>The name of the table/view with the training data </td></tr> |
| <tr><td class="paramname">model_table</td><td>The name of the table under which we want to store the learned model </td></tr> |
| <tr><td class="paramname">parallel</td><td>A flag indicating whether the system should learn multiple models in parallel </td></tr> |
| <tr><td class="paramname">kernel_func</td><td>Kernel function </td></tr> |
| <tr><td class="paramname">verbose</td><td>Verbosity of reporting </td></tr> |
| <tr><td class="paramname">eta</td><td>Learning rate in (0,1] </td></tr> |
| <tr><td class="paramname">nu</td><td>Compression parameter in (0,1] associated with the fraction of training data that will become support vectors </td></tr> |
| <tr><td class="paramname">kernel_param</td><td>Default parameter for kernel function </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>A summary of the learning process </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ad90b6bf3b807f22d37b0e2b1893262f0"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_cls_result> svm_classification </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>verbose</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>eta</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>nu</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a4fd5a4571d959a892ab28dab1fea92f3"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">aggregate svm_model_rec svm_cls_agg </td> |
| <td>(</td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">[], </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a837bd8cfd5f3200e985febf0ff7ec013"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">svm_model_rec svm_cls_update </td> |
| <td>(</td> |
| <td class="paramtype">svm_model_rec </td> |
| <td class="paramname"><em>svs</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>ind</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>label</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>eta</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>nu</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>kernel_param</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a78bb07d8f4aee80c3bbc8e8176e512be"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void svm_data_normalization </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</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">input_table</td><td>Name of table/view containing the data points to be scored </td></tr> |
| </table> |
| </dd> |
| </dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="acc2d778a8eb48ab775ff9c1dff4a3141"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 svm_dot </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>y</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">x</td><td>The data point <img class="formulaInl" alt="$ \boldsymbol x $" src="form_58.png"/> </td></tr> |
| <tr><td class="paramname">y</td><td>The data point <img class="formulaInl" alt="$ \boldsymbol y $" src="form_556.png"/> </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>Returns dot product of the two data points. </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ab53cac5790dafd7230359e08c72af4f1"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 svm_dot </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>y</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>placeholder</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ab54d33f13c0e00faa358e3e3f17c10fb"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void svm_drop_model </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</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">model_table</td><td>The table to be dropped. </td></tr> |
| </table> |
| </dd> |
| </dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a9f2a96e1a241ecc66386a78b110777d3"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 svm_gaussian </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>y</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>gamma</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">x</td><td>The data point <img class="formulaInl" alt="$ \boldsymbol x $" src="form_58.png"/> </td></tr> |
| <tr><td class="paramname">y</td><td>The data point <img class="formulaInl" alt="$ \boldsymbol y $" src="form_556.png"/> </td></tr> |
| <tr><td class="paramname">gamma</td><td>The spread <img class="formulaInl" alt="$ \gamma $" src="form_272.png"/> </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>Returns <img class="formulaInl" alt="$ K(\boldsymbol x,\boldsymbol y)=exp(-\gamma || \boldsymbol x \cdot \boldsymbol y ||^2 ) $" src="form_558.png"/> </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a1cf6d0632772caf6643212a4698d2507"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void svm_generate_cls_data </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>output_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>num</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>dim</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a8be25cfa6134cc12bbc6d31c04712c23"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void svm_generate_nd_data </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>output_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>num</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>dim</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="adc9fe3f9b4a04dff13004edbaab8240f"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void svm_generate_reg_data </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>output_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>num</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">int </td> |
| <td class="paramname"><em>dim</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a9e0abf5bf91bd0833bf80b9d9a5ae8bf"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">aggregate svm_model_rec svm_nd_agg </td> |
| <td>(</td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">[], </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ae6aef7b5654b6da487d0178adf443ee9"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">svm_model_rec svm_nd_update </td> |
| <td>(</td> |
| <td class="paramtype">svm_model_rec </td> |
| <td class="paramname"><em>svs</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>ind</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>eta</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>nu</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>kernel_param</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a3448ea62ab57fe4cf177f5fa6b5db7d3"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_nd_result> svm_novelty_detection </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</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">input_table</td><td>The name of the table/view with the training data </td></tr> |
| <tr><td class="paramname">model_table</td><td>The name of the table under which we want to store the learned model </td></tr> |
| <tr><td class="paramname">parallel</td><td>A flag indicating whether the system should learn multiple models in parallel </td></tr> |
| <tr><td class="paramname">kernel_func</td><td>Kernel function </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>A summary of the learning process </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a75b773bcf4b5242c673d0e54128ed159"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_nd_result> svm_novelty_detection </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>verbose</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>eta</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>nu</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>kernel_param</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">input_table</td><td>The name of the table/view with the training data </td></tr> |
| <tr><td class="paramname">model_table</td><td>The name of the table under which we want to store the learned model </td></tr> |
| <tr><td class="paramname">parallel</td><td>A flag indicating whether the system should learn multiple models in parallel </td></tr> |
| <tr><td class="paramname">kernel_func</td><td>Kernel function </td></tr> |
| <tr><td class="paramname">verbose</td><td>Verbosity of reporting </td></tr> |
| <tr><td class="paramname">eta</td><td>Learning rate in (0,1] </td></tr> |
| <tr><td class="paramname">nu</td><td>Compression parameter in (0,1] associated with the fraction of training data that will become support vectors </td></tr> |
| <tr><td class="paramname">kernel_param</td><td>Default parameter for kernel function </td></tr> |
| <tr><td class="paramname">kernel_param</td><td></td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>A summary of the learning process </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a5bae5335b51e448cd7fb9cb7a54b0bfa"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_nd_result> svm_novelty_detection </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>verbose</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>eta</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>nu</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">input_table</td><td>The name of the table/view with the training data </td></tr> |
| <tr><td class="paramname">model_table</td><td>The name of the table under which we want to store the learned model </td></tr> |
| <tr><td class="paramname">parallel</td><td>A flag indicating whether the system should learn multiple models in parallel </td></tr> |
| <tr><td class="paramname">kernel_func</td><td>Kernel function </td></tr> |
| <tr><td class="paramname">verbose</td><td>Verbosity of reporting </td></tr> |
| <tr><td class="paramname">eta</td><td>Learning rate in (0,1] </td></tr> |
| <tr><td class="paramname">nu</td><td>Compression parameter in (0,1] associated with the fraction of training data that will become support vectors </td></tr> |
| <tr><td class="paramname">kernel_param</td><td>Default parameter for kernel function </td></tr> |
| <tr><td class="paramname">kernel_param</td><td></td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>A summary of the learning process </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a1ac76fdf9623e0a4db47665f2a80be90"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 svm_polynomial </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>y</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>degree</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">x</td><td>The data point <img class="formulaInl" alt="$ \boldsymbol x $" src="form_58.png"/> </td></tr> |
| <tr><td class="paramname">y</td><td>The data point <img class="formulaInl" alt="$ \boldsymbol y $" src="form_556.png"/> </td></tr> |
| <tr><td class="paramname">degree</td><td>The degree <img class="formulaInl" alt="$ d $" src="form_468.png"/> </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>Returns <img class="formulaInl" alt="$ K(\boldsymbol x,\boldsymbol y)=(\boldsymbol x \cdot \boldsymbol y)^d $" src="form_557.png"/> </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="adc8c1c1d5e2deb20f5436790468b052f"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 svm_predict </td> |
| <td>(</td> |
| <td class="paramtype">svm_model_rec </td> |
| <td class="paramname"><em>svs</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>ind</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>kernel_param</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a91ac71354e9dec74e25339bf168c2e5b"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">text svm_predict_batch </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>data_col</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>id_col</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>output_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</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">input_table</td><td>Name of table/view containing the data points to be scored </td></tr> |
| <tr><td class="paramname">data_col</td><td>Name of column in input_table containing the data points </td></tr> |
| <tr><td class="paramname">id_col</td><td>Name of column in input_table containing the integer identifier of data points </td></tr> |
| <tr><td class="paramname">model_table</td><td>Name of table where the learned model to be used is stored </td></tr> |
| <tr><td class="paramname">output_table</td><td>Name of table to store the results </td></tr> |
| <tr><td class="paramname">parallel</td><td>A flag indicating whether the model to be used was learned in parallel </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>Textual summary of the algorithm run </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a5988c209ceb6d15b9139eef0c16d7b7d"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">float8 svm_predict_sub </td> |
| <td>(</td> |
| <td class="paramtype">int </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">int </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">[], </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">[], </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">[], </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a225bdb74eaa687cef0ddbb35145318fc"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">aggregate svm_model_rec svm_reg_agg </td> |
| <td>(</td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">[], </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname">, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="a0eb68a44edff3fa53891a6a39de61e57"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">svm_model_rec svm_reg_update </td> |
| <td>(</td> |
| <td class="paramtype">svm_model_rec </td> |
| <td class="paramname"><em>svs</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8[] </td> |
| <td class="paramname"><em>ind</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>label</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>eta</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>nu</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>slambda</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>kernel_param</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| <a class="anchor" id="acaf1f4aa3eec5710de5c03e368a4b106"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_reg_result> svm_regression </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</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">input_table</td><td>The name of the table/view with the training data </td></tr> |
| <tr><td class="paramname">model_table</td><td>The name of the table under which we want to store the learned model </td></tr> |
| <tr><td class="paramname">parallel</td><td>A flag indicating whether the system should learn multiple models in parallel </td></tr> |
| <tr><td class="paramname">kernel_func</td><td>Kernel function </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>A summary of the learning process </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="adf8476bf068d056924d39092d634579c"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_reg_result> svm_regression </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>verbose</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>eta</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>nu</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>slambda</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>kernel_param</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">input_table</td><td>The name of the table/view with the training data </td></tr> |
| <tr><td class="paramname">model_table</td><td>The name of the table under which we want to store the learned model </td></tr> |
| <tr><td class="paramname">parallel</td><td>A flag indicating whether the system should learn multiple models in parallel </td></tr> |
| <tr><td class="paramname">kernel_func</td><td>Kernel function </td></tr> |
| <tr><td class="paramname">verbose</td><td>Verbosity of reporting </td></tr> |
| <tr><td class="paramname">eta</td><td>Learning rate in (0,1] </td></tr> |
| <tr><td class="paramname">nu</td><td>Compression parameter in (0,1] associated with the fraction of training data that will become support vectors </td></tr> |
| <tr><td class="paramname">slambda</td><td>Regularisation parameter </td></tr> |
| <tr><td class="paramname">kernel_param</td><td>Default parameter for kernel function </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>A summary of the learning process </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ac5cb9c20d6620b155ac872576a056f2a"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">set<svm_reg_result> svm_regression </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>input_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>parallel</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>kernel_func</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">bool </td> |
| <td class="paramname"><em>verbose</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>eta</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>nu</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">float8 </td> |
| <td class="paramname"><em>slambda</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">input_table</td><td>The name of the table/view with the training data </td></tr> |
| <tr><td class="paramname">model_table</td><td>The name of the table under which we want to store the learned model </td></tr> |
| <tr><td class="paramname">parallel</td><td>A flag indicating whether the system should learn multiple models in parallel </td></tr> |
| <tr><td class="paramname">kernel_func</td><td>Kernel function </td></tr> |
| <tr><td class="paramname">verbose</td><td>Verbosity of reporting </td></tr> |
| <tr><td class="paramname">eta</td><td>Learning rate in (0,1] </td></tr> |
| <tr><td class="paramname">nu</td><td>Compression parameter in (0,1] associated with the fraction of training data that will become support vectors </td></tr> |
| <tr><td class="paramname">slambda</td><td>Regularisation parameter </td></tr> |
| <tr><td class="paramname">kernel_param</td><td>Default parameter for kernel function </td></tr> |
| </table> |
| </dd> |
| </dl> |
| <dl class="section return"><dt>Returns</dt><dd>A summary of the learning process </dd></dl> |
| |
| </div> |
| </div> |
| <a class="anchor" id="ad2cd899daaa2036b475f71c28cc031ae"></a> |
| <div class="memitem"> |
| <div class="memproto"> |
| <table class="memname"> |
| <tr> |
| <td class="memname">void svm_store_model </td> |
| <td>(</td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_temp_table</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_name</em>, </td> |
| </tr> |
| <tr> |
| <td class="paramkey"></td> |
| <td></td> |
| <td class="paramtype">text </td> |
| <td class="paramname"><em>model_table</em> </td> |
| </tr> |
| <tr> |
| <td></td> |
| <td>)</td> |
| <td></td><td></td> |
| </tr> |
| </table> |
| </div><div class="memdoc"> |
| |
| </div> |
| </div> |
| </div><!-- contents --> |
| </div><!-- doc-content --> |
| <!-- start footer part --> |
| <div id="nav-path" class="navpath"><!-- id is needed for treeview function! --> |
| <ul> |
| <li class="navelem"><a class="el" href="dir_704eb8350b43e1ca74c0f90ed1ba450e.html">methods</a></li><li class="navelem"><a class="el" href="dir_883e487a38cc988e0c441456a570d389.html">kernel_machines</a></li><li class="navelem"><a class="el" href="dir_085c2d6b775d67156938ac94f000f710.html">src</a></li><li class="navelem"><a class="el" href="dir_757021f59fa4b40e61a20490993d949a.html">pg_gp</a></li><li class="navelem"><a class="el" href="online__sv_8sql__in.html">online_sv.sql_in</a></li> |
| <li class="footer">Generated on Fri Apr 8 2016 15:57:29 for MADlib by |
| <a href="http://www.doxygen.org/index.html"> |
| <img class="footer" src="doxygen.png" alt="doxygen"/></a> 1.8.10 </li> |
| </ul> |
| </div> |
| </body> |
| </html> |
