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}); </script> </div> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/eb070238/userguide/ft_engineering/ft_trans.html ---------------------------------------------------------------------- diff --git a/userguide/ft_engineering/ft_trans.html b/userguide/ft_engineering/ft_trans.html index 2d17d1d..f553c82 100644 --- a/userguide/ft_engineering/ft_trans.html +++ b/userguide/ft_engineering/ft_trans.html @@ -980,6 +980,21 @@ </li> + <li class="chapter " data-level="6.3.5" data-path="../binaryclass/news20_rf.html"> + + <a href="../binaryclass/news20_rf.html"> + + + <b>6.3.5.</b> + + Random Forest + + </a> + + + + </li> + </ul> @@ -1324,7 +1339,7 @@ <b>7.2.3.</b> - RandomForest + Random Forest </a> @@ -2165,7 +2180,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"FEATURE TRANSFORMATION","level":"3.6","depth":1,"next":{"title":"Feature Vectorization","level":"3.6.1","depth":2,"path":"ft_engineering/vectorization.md","ref":"ft_engineering/vectorization.md","articles":[]},"previous":{"title":"Polynomial Features","level":"3.5.1","depth":2,"path":"ft_engineering/polynomial.md","ref":"ft_engineering/polynomial.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"pluginsConfig":{"emphasize":{},"callouts":{},"etoc":{"h2lb":3,"header":1,"maxdepth":3,"mindepth":1,"notoc":true},"github":{"url":"https://github.com/apach e/incubator-hivemall/"},"splitter":{},"search":{},"downloadpdf":{"base":"https://github.com/apache/incubator-hivemall/docs/gitbook","label":"PDF","multilingual":false},"multipart":{},"localized-footer":{"filename":"FOOTER.md","hline":"true"},"lunr":{"maxIndexSize":1000000,"ignoreSpecialCharacters":false},"katex":{},"fontsettings":{"theme":"white","family":"sans","size":2,"font":"sans"},"highlight":{},"codeblock-filename":{},"sitemap":{"hostname":"http://hivemall.incubator.apache.org/"},"theme-api":{"languages":[],"split":false,"theme":"dark"},"sharing":{"facebook":true,"twitter":true,"google":false,"weibo":false,"instapaper":false,"vk":false,"all":["facebook","google","twitter","weibo","instapaper"]},"edit-link":{"label":"Edit","base":"https://github.com/apache/incubator-hivemall/docs/gitbook"},"theme-default":{"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"show Level":true},"anchorjs":{"selector":"h1,h2,h3,*:not(.callout) > h4,h5"},"toggle-chapters":{},"expandable-chapters":{}},"theme":"default","pdf":{"pageNumbers":true,"fontSize":12,"fontFamily":"Arial","paperSize":"a4","chapterMark":"pagebreak","pageBreaksBefore":"/","margin":{"right":62,"left":62,"top":56,"bottom":56}},"structure":{"langs":"LANGS.md","readme":"README.md","glossary":"GLOSSARY.md","summary":"SUMMARY.md"},"variables":{},"title":"Hivemall User Manual","links":{"sidebar":{"<i class=\"fa fa-home\"></i> Home":"http://hivemall.incubator.apache.org/"}},"gitbook":"3.x.x","description":"User Manual for Apache Hivemall"},"file":{"path":"ft_engineering/ft_trans.md","mtime":"2017-05-08T04:55:36.000Z","type":"markdown"},"gitbook":{"version":"3.2.2","time":"2017-06-23T09:59:20.878Z"},"basePath":"..","book":{"language":""}}); 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}); </script> </div> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/eb070238/userguide/ft_engineering/hashing.html ---------------------------------------------------------------------- diff --git a/userguide/ft_engineering/hashing.html b/userguide/ft_engineering/hashing.html index 4b5fd57..6ab2e9a 100644 --- a/userguide/ft_engineering/hashing.html +++ b/userguide/ft_engineering/hashing.html @@ -980,6 +980,21 @@ </li> + <li class="chapter " data-level="6.3.5" data-path="../binaryclass/news20_rf.html"> + + <a href="../binaryclass/news20_rf.html"> + + + <b>6.3.5.</b> + + Random Forest + + </a> + + + + </li> + </ul> @@ -1324,7 +1339,7 @@ <b>7.2.3.</b> - RandomForest + Random Forest </a> @@ -2116,40 +2131,57 @@ Find the differences in the following examples.</p> <h2 id="featurehashing-function"><code>feature_hashing</code> function</h2> <p><code>feature_hashing</code> applies <a href="https://github.com/aappleby/smhasher"; target="_blank">MurmurHash3</a> hashing to features. </p> -<pre><code class="lang-sql">select feature_hashing('aaa'); -> 4063537 - -select feature_hashing('aaa','-features 3'); -> 2 - -select feature_hashing(array('aaa','bbb')); -> ["4063537","8459207"] - -select feature_hashing(array('aaa','bbb'),'-features 10'); -> ["7","1"] - -select feature_hashing(array('aaa:1.0','aaa','bbb:2.0')); -> ["4063537:1.0","4063537","8459207:2.0"] - -select feature_hashing(array(1,2,3)); -> ["11293631","3322224","4331412"] - -select feature_hashing(array('1','2','3')); -> ["11293631","3322224","4331412"] - -select feature_hashing(array('1:0.1','2:0.2','3:0.3')); -> ["11293631:0.1","3322224:0.2","4331412:0.3"] - -select feature_hashing(features), features from training_fm limit 2; - -> ["1803454","6630176"] ["userid#5689","movieid#3072"] -> ["1828616","6238429"] ["userid#4505","movieid#2331"] - -select feature_hashing(array("userid#4505:3.3","movieid#2331:4.999", "movieid#2331")); - -> ["1828616:3.3","6238429:4.999","6238429"] +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-string">'aaa'</span>); +</code></pre> +<blockquote> +<p>4063537</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'-features 3'</span>); +</code></pre> +<blockquote> +<p>2</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'bbb'</span>)); +</code></pre> +<blockquote> +<p>["4063537","8459207"]</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'bbb'</span>),<span class="hljs-string">'-features 10'</span>); </code></pre> -<p><em>Note: The hash value is starting from 1 and 0 is system reserved for a bias clause. The default number of features are 16777217 (2^24). You can control the number of features by <code>-num_features</code> (or <code>-features</code>) option.</em></p> +<blockquote> +<p>["7","1"]</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'aaa:1.0'</span>,<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'bbb:2.0'</span>)); +</code></pre> +<blockquote> +<p>["4063537:1.0","4063537","8459207:2.0"]</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-number">1</span>,<span class="hljs-number">2</span>,<span class="hljs-number">3</span>)); +</code></pre> +<blockquote> +<p>["11293631","3322224","4331412"]</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'1'</span>,<span class="hljs-string">'2'</span>,<span class="hljs-string">'3'</span>)); +</code></pre> +<blockquote> +<p>["11293631","3322224","4331412"]</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">'1:0.1'</span>,<span class="hljs-string">'2:0.2'</span>,<span class="hljs-string">'3:0.3'</span>)); +</code></pre> +<blockquote> +<p>["11293631:0.1","3322224:0.2","4331412:0.3"]</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(features), features <span class="hljs-keyword">from</span> training_fm <span class="hljs-keyword">limit</span> <span class="hljs-number">2</span>; +</code></pre> +<blockquote> +<p>["1803454","6630176"] ["userid#5689","movieid#3072"] +["1828616","6238429"] ["userid#4505","movieid#2331"]</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> feature_hashing(<span class="hljs-built_in">array</span>(<span class="hljs-string">"userid#4505:3.3"</span>,<span class="hljs-string">"movieid#2331:4.999"</span>, <span class="hljs-string">"movieid#2331"</span>)); +</code></pre> +<blockquote> +<p>["1828616:3.3","6238429:4.999","6238429"]</p> +</blockquote> <pre><code class="lang-sql">select feature_hashing(null,'-help'); usage: feature_hashing(array<string> features [, const string options]) - @@ -2159,38 +2191,51 @@ usage: feature_hashing(array<string> features [, const string options]) - 16777217 (2^24)] -help Show function help </code></pre> +<div class="panel panel-primary"><div class="panel-heading"><h3 class="panel-title" id="note"><i class="fa fa-edit"></i> Note</h3></div><div class="panel-body"><p>The hash value is starting from 1 and 0 is system reserved for a bias clause. The default number of features are 16777217 (2^24). +You can control the number of features by <code>-num_features</code> (or <code>-features</code>) option.</p></div></div> <h2 id="mhash-function"><code>mhash</code> function</h2> -<pre><code class="lang-sql">describe function extended mhash; -> mhash(string word) returns a murmurhash3 INT value starting from 1 +<pre><code class="lang-sql"><span class="hljs-keyword">describe</span> <span class="hljs-keyword">function</span> <span class="hljs-keyword">extended</span> mhash; </code></pre> -<pre><code class="lang-sql"> -select mhash('aaa'); -> 4063537 +<blockquote> +<p>mhash(string word) returns a murmurhash3 INT value starting from 1</p> +</blockquote> +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> mhash(<span class="hljs-string">'aaa'</span>); </code></pre> +<blockquote> +<p>4063537</p> +</blockquote> <p><em>Note: The default number of features are <code>16777216 (2^24)</code>.</em></p> -<pre><code class="lang-sql">set hivevar:num_features=16777216; - -select mhash('aaa',${num_features}); ->4063537 +<pre><code class="lang-sql"><span class="hljs-keyword">set</span> hivevar:num_features=<span class="hljs-number">16777216</span>; +<span class="hljs-keyword">select</span> mhash(<span class="hljs-string">'aaa'</span>,${num_features}); </code></pre> +<blockquote> +<p>4063537</p> +</blockquote> <p><em>Note: <code>mhash</code> returns a <code>+1'd</code> murmurhash3 value starting from 1. Never returns 0 (It's a system reserved number).</em></p> -<pre><code class="lang-sql">set hivevar:num_features=1; - -select mhash('aaa',${num_features}); -> 1 +<pre><code class="lang-sql"><span class="hljs-keyword">set</span> hivevar:num_features=<span class="hljs-number">1</span>; +<span class="hljs-keyword">select</span> mhash(<span class="hljs-string">'aaa'</span>,${num_features}); </code></pre> +<blockquote> +<p>1</p> +</blockquote> <p><em>Note: <code>mhash</code> does not considers feature values.</em></p> -<pre><code class="lang-sql">select mhash('aaa:2.0'); -> 2746618 +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> mhash(<span class="hljs-string">'aaa:2.0'</span>); </code></pre> +<blockquote> +<p>2746618</p> +</blockquote> <p><em>Note: <code>mhash</code> always returns a scalar INT value.</em></p> -<pre><code class="lang-sql">select mhash(array('aaa','bbb')); -> 9566153 +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> mhash(<span class="hljs-built_in">array</span>(<span class="hljs-string">'aaa'</span>,<span class="hljs-string">'bbb'</span>)); </code></pre> +<blockquote> +<p>9566153</p> +</blockquote> <p><em>Note: <code>mhash</code> value of an array is element order-sentitive.</em></p> -<pre><code class="lang-sql">select mhash(array('bbb','aaa')); -> 3874068 +<pre><code class="lang-sql"><span class="hljs-keyword">select</span> mhash(<span class="hljs-built_in">array</span>(<span class="hljs-string">'bbb'</span>,<span class="hljs-string">'aaa'</span>)); </code></pre> +<blockquote> +<p>3874068</p> +</blockquote> <p><div id="page-footer" class="localized-footer"><hr><!-- Licensed to the Apache Software Foundation (ASF) under one or more contributor license agreements. See the NOTICE file @@ -2246,7 +2291,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"Feature Hashing","level":"3.2","depth":1,"next":{"title":"Feature Selection","level":"3.3","depth":1,"path":"ft_engineering/selection.md","ref":"ft_engineering/selection.md","articles":[]},"previous":{"title":"Feature Scaling","level":"3.1","depth":1,"path":"ft_engineering/scaling.md","ref":"ft_engineering/scaling.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"pluginsConfig":{"emphasize":{},"callouts":{},"etoc":{"h2lb":3,"header":1,"maxdepth":3,"mindepth":1,"notoc":true},"github":{"url":"https://github.com/apache/incubator-hivemall/"},"splitter ":{},"search":{},"downloadpdf":{"base":"https://github.com/apache/incubator-hivemall/docs/gitbook","label":"PDF","multilingual":false},"multipart":{},"localized-footer":{"filename":"FOOTER.md","hline":"true"},"lunr":{"maxIndexSize":1000000,"ignoreSpecialCharacters":false},"katex":{},"fontsettings":{"theme":"white","family":"sans","size":2,"font":"sans"},"highlight":{},"codeblock-filename":{},"sitemap":{"hostname":"http://hivemall.incubator.apache.org/"},"theme-api":{"languages":[],"split":false,"theme":"dark"},"sharing":{"facebook":true,"twitter":true,"google":false,"weibo":false,"instapaper":false,"vk":false,"all":["facebook","google","twitter","weibo","instapaper"]},"edit-link":{"label":"Edit","base":"https://github.com/apache/incubator-hivemall/docs/gitbook"},"theme-default":{"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"showLevel":true},"anchorjs":{"selecto r":"h1,h2,h3,*:not(.callout) > h4,h5"},"toggle-chapters":{},"expandable-chapters":{}},"theme":"default","pdf":{"pageNumbers":true,"fontSize":12,"fontFamily":"Arial","paperSize":"a4","chapterMark":"pagebreak","pageBreaksBefore":"/","margin":{"right":62,"left":62,"top":56,"bottom":56}},"structure":{"langs":"LANGS.md","readme":"README.md","glossary":"GLOSSARY.md","summary":"SUMMARY.md"},"variables":{},"title":"Hivemall User Manual","links":{"sidebar":{"<i class=\"fa fa-home\"></i> Home":"http://hivemall.incubator.apache.org/"}},"gitbook":"3.x.x","description":"User Manual for Apache Hivemall"},"file":{"path":"ft_engineering/hashing.md","mtime":"2017-05-11T07:09:12.000Z","type":"markdown"},"gitbook":{"version":"3.2.2","time":"2017-06-23T09:59:20.878Z"},"basePath":"..","book":{"language":""}}); 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}); </script> </div> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/eb070238/userguide/ft_engineering/pairing.html ---------------------------------------------------------------------- diff --git a/userguide/ft_engineering/pairing.html b/userguide/ft_engineering/pairing.html index ee0e17c..1c5901c 100644 --- a/userguide/ft_engineering/pairing.html +++ b/userguide/ft_engineering/pairing.html @@ -980,6 +980,21 @@ </li> + <li class="chapter " data-level="6.3.5" data-path="../binaryclass/news20_rf.html"> + + <a href="../binaryclass/news20_rf.html"> + + + <b>6.3.5.</b> + + Random Forest + + </a> + + + + </li> + </ul> @@ -1324,7 +1339,7 @@ <b>7.2.3.</b> - RandomForest + Random Forest </a> @@ -2165,7 +2180,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"FEATURE PAIRING","level":"3.5","depth":1,"next":{"title":"Polynomial Features","level":"3.5.1","depth":2,"path":"ft_engineering/polynomial.md","ref":"ft_engineering/polynomial.md","articles":[]},"previous":{"title":"Feature Binning","level":"3.4","depth":1,"path":"ft_engineering/binning.md","ref":"ft_engineering/binning.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters","anchorjs","codeblock-filename","expandable-chapters","multipart","codeblock-filename","katex","emphasize","localized-footer"],"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"pluginsConfig":{"emphasize":{},"callouts":{},"etoc":{"h2lb":3,"header":1,"maxdepth":3,"mindepth":1,"notoc":true},"github":{"url":"https://github.com/apache/incubator-hivemall/"},"sp litter":{},"search":{},"downloadpdf":{"base":"https://github.com/apache/incubator-hivemall/docs/gitbook","label":"PDF","multilingual":false},"multipart":{},"localized-footer":{"filename":"FOOTER.md","hline":"true"},"lunr":{"maxIndexSize":1000000,"ignoreSpecialCharacters":false},"katex":{},"fontsettings":{"theme":"white","family":"sans","size":2,"font":"sans"},"highlight":{},"codeblock-filename":{},"sitemap":{"hostname":"http://hivemall.incubator.apache.org/"},"theme-api":{"languages":[],"split":false,"theme":"dark"},"sharing":{"facebook":true,"twitter":true,"google":false,"weibo":false,"instapaper":false,"vk":false,"all":["facebook","google","twitter","weibo","instapaper"]},"edit-link":{"label":"Edit","base":"https://github.com/apache/incubator-hivemall/docs/gitbook"},"theme-default":{"styles":{"website":"styles/website.css","pdf":"styles/pdf.css","epub":"styles/epub.css","mobi":"styles/mobi.css","ebook":"styles/ebook.css","print":"styles/print.css"},"showLevel":true},"anchorjs":{"s elector":"h1,h2,h3,*:not(.callout) > h4,h5"},"toggle-chapters":{},"expandable-chapters":{}},"theme":"default","pdf":{"pageNumbers":true,"fontSize":12,"fontFamily":"Arial","paperSize":"a4","chapterMark":"pagebreak","pageBreaksBefore":"/","margin":{"right":62,"left":62,"top":56,"bottom":56}},"structure":{"langs":"LANGS.md","readme":"README.md","glossary":"GLOSSARY.md","summary":"SUMMARY.md"},"variables":{},"title":"Hivemall User Manual","links":{"sidebar":{"<i class=\"fa fa-home\"></i> Home":"http://hivemall.incubator.apache.org/"}},"gitbook":"3.x.x","description":"User Manual for Apache Hivemall"},"file":{"path":"ft_engineering/pairing.md","mtime":"2017-06-23T09:56:22.000Z","type":"markdown"},"gitbook":{"version":"3.2.2","time":"2017-06-23T09:59:20.878Z"},"basePath":"..","book":{"language":""}}); 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