http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ce452ddb/userguide/ft_engineering/tfidf.html ---------------------------------------------------------------------- diff --git a/userguide/ft_engineering/tfidf.html b/userguide/ft_engineering/tfidf.html index 13f0464..aacb189 100644 --- a/userguide/ft_engineering/tfidf.html +++ b/userguide/ft_engineering/tfidf.html @@ -125,7 +125,7 @@ <li> - <a href="http://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> + <a href="https://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> </li> @@ -2281,7 +2281,7 @@ specific language governing permissions and limitations under the License. --> -<p>This document explains how to compute <a href="http://en.wikipedia.org/wiki/Tf%E2%80%93idf"; target="_blank">TF-IDF</a> with Apache Hive/Hivemall.</p> +<p>This document explains how to compute <a href="https://en.wikipedia.org/wiki/Tf%E2%80%93idf"; target="_blank">TF-IDF</a> with Apache Hive/Hivemall.</p> <p>What you need to compute TF-IDF is a table/view composing (docid, word) pair, 2 views, and 1 query.</p> <!-- toc --><div id="toc" class="toc"> @@ -2477,7 +2477,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"TF-IDF Calculation","level":"3.7","depth":1,"next":{"title":"Binary Classification Metrics","level":"4.1","depth":1,"path":"eval/binary_classification_measures.md","ref":"eval/binary_classification_measures.md","articles":[{"title":"Area under the ROC curve","level":"4.1.1","depth":2,"path":"eval/auc.md","ref":"eval/auc.md","articles":[]}]},"previous":{"title":"Quantify non-number features","level":"3.6.2","depth":2,"path":"ft_engineering/quantify.md","ref":"ft_engineering/quantify.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/tree/master/docs/gitbook"},"theme-default":{"styles":{"website":"sty les/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":{"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/tfidf.md","mtime":"2018-08-29T08:55:00.273Z","type":"markdown"},"gitbook":{"version":"3.2.3","time":"2018-09-05T09:13:37.462Z"},"basePath":"..","book":{"language":""}}); 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style="height:4.5200475em;"></span><span class="strut bottom" style="height:8.540095em;vertical-align:-4.0200475em;"></span><span class="base displaystyle textstyle uncramped"><span class="mord"><span class="mtable"><span class="col-align-r"><span class="vlist"><span style="top:-3.0700475000000003em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="mord displaystyle textstyle uncramped"><span class="mord mathit">x</span></span></span><span style="top:-1.2800175000000003em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="mord displaystyle textstyle uncramped"></span></span><span style="top:1.8700124999999996em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="mord displaystyle textstyle unc ramped"><span class="mord mathit" style="margin-right:0.03588em;">y</span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></span></span><span class="col-align-l"><span class="vlist"><span style="top:-3.0700475000000003em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span><span class="mord displaystyle textstyle uncramped"><span class="mord displaystyle textstyle uncramped"></span><span class="mrel">=</span><span class="minner displaystyle textstyle uncramped"><span class="mopen style-wrap reset-textstyle textstyle uncramped" style="top:0em;"><span class="delimsizing size3">⌊</span></span><span class="mord reset-textstyle displaystyle textstyle uncramped"><span class="mopen sizing reset-size5 size5 reset-textstyle textstyle uncramped nulldelimiter"></span><span class="mfrac"><span class="vlist"><span style="top:0.686em;" ><span class="fontsize-ensurer reset-size5 size5"><span >style="font-size:0em;">​</span></span><span class="reset-textstyle >textstyle cramped"><span class="mord textstyle cramped"><span class="mord >mathrm">3</span><span class="mord mathrm">6</span><span class="mord >mathrm">0</span></span></span></span><span >style="top:-0.22999999999999998em;"><span class="fontsize-ensurer reset-size5 >size5"><span style="font-size:0em;">​</span></span><span >class="reset-textstyle textstyle uncramped frac-line"></span></span><span >style="top:-0.677em;"><span class="fontsize-ensurer reset-size5 size5"><span >style="font-size:0em;">​</span></span><span class="reset-textstyle >textstyle uncramped"><span class="mord textstyle uncramped"><span class="mord >mathit" style="margin-right:0.01968em;">l</span><span class="mord >mathit">o</span><span class="mord mathit">n</span><span >class="mbin">+</span><span class="mord mathrm">1</span><span class="mord >mathrm">8</span><span class="mord mathrm"> 0</span></span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></span></span><span class="mclose sizing reset-size5 size5 reset-textstyle textstyle uncramped nulldelimiter"></span></span><span class="mbin">⋅</span><span class="mord"><span class="mord mathrm">2</span><span class="msupsub"><span class="vlist"><span style="top:-0.413em;margin-right:0.05em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="reset-textstyle scriptstyle uncramped mtight"><span class="mord mathit mtight" style="margin-right:0.04398em;">z</span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></span></span></span><span class="mclose style-wrap reset-textstyle textstyle uncramped" style="top:0em;"><span class="delimsizing size3" >⌋</span></span></span></span></span><span >style="top:1.8700125000000005em;"><span class="fontsize-ensurer reset-size5 >size5"><span style="font-size:1em;">​</span></span><span class="mord >displaystyle textstyle uncramped"><span class="mord displaystyle textstyle >uncramped"></span><span class="mrel">=</span><span class="minner displaystyle >textstyle uncramped"><span class="mopen style-wrap reset-textstyle textstyle >uncramped"><span class="delimsizing mult"><span class="vlist"><span >style="top:1.5050149999999998em;"><span class="fontsize-ensurer reset-size5 >size5"><span style="font-size:0em;">​</span></span><span >class="delimsizinginner delim-size4"><span>⎣</span></span></span><span >style="top:0.35001499999999997em;"><span class="fontsize-ensurer reset-size5 >size5"><span style="font-size:0em;">​</span></span><span >class="delimsizinginner delim-size4"><span>⎢</span></span></span><span >style="top:-0.250985em;"><span class="fontsize-ensurer reset -size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎢</span></span></span><span style="top:-0.851985em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎢</span></span></span><span style="top:-1.452985em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎢</span></span></span><span style="top:-2.053985em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎢</span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></span></span></span><span class="minner displaystyle textstyle uncramped"><span clas s="mopen style-wrap reset-textstyle textstyle uncramped"><span class="delimsizing mult"><span class="vlist"><span style="top:1.50501em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎝</span></span></span><span style="top:0.35000000000000014em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎜</span></span></span><span style="top:-0.2500099999999998em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎜</span></span></span><span style="top:-1.4950299999999999em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎛</span></span></span><span class="baseline-fix "><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></span></span></span><span class="mord mathrm">1</span><span class="mbin">−</span><span class="mord reset-textstyle displaystyle textstyle uncramped"><span class="mopen sizing reset-size5 size5 reset-textstyle textstyle uncramped nulldelimiter"></span><span class="mfrac"><span class="vlist"><span style="top:0.686em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span><span class="reset-textstyle textstyle cramped"><span class="mord textstyle cramped"><span class="mord mathit" style="margin-right:0.03588em;">π</span></span></span></span><span style="top:-0.22999999999999998em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span><span class="reset-textstyle textstyle uncramped frac-line"></span></span><span style="top:-1.34003em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span><span class="reset-textstyle textstyle uncramped"><span class="mord textstyle uncramped"><span class="mop">ln</span><span class="minner textstyle uncramped"><span class="mopen style-wrap reset-textstyle textstyle uncramped" style="top:0em;"><span class="delimsizing size3">(</span></span><span class="mop">tan</span><span class="minner textstyle uncramped"><span class="mopen style-wrap reset-textstyle textstyle uncramped" style="top:0em;"><span class="delimsizing size1">(</span></span><span class="mord mathit" style="margin-right:0.01968em;">l</span><span class="mord mathit">a</span><span class="mord mathit">t</span><span class="mbin">⋅</span><span class="mord reset-textstyle textstyle uncramped"><span class="mopen sizing reset-size5 size5 reset-textstyle textstyle uncramped nulldelimiter"></span><span class="mfrac"><span class="vlist"><span style="top:0.345em;"><span class="fontsize-ensurer reset-size5 size5 "><span style="font-size:0em;">​</span></span><span class="reset-textstyle scriptstyle cramped mtight"><span class="mord scriptstyle cramped mtight"><span class="mord mathrm mtight">1</span><span class="mord mathrm mtight">8</span><span class="mord mathrm mtight">0</span></span></span></span><span style="top:-0.22999999999999998em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="reset-textstyle textstyle uncramped frac-line"></span></span><span style="top:-0.394em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="reset-textstyle scriptstyle uncramped mtight"><span class="mord scriptstyle uncramped mtight"><span class="mord mathit mtight" style="margin-right:0.03588em;">π</span></span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></sp an></span><span class="mclose sizing reset-size5 size5 reset-textstyle textstyle uncramped nulldelimiter"></span></span><span class="mclose style-wrap reset-textstyle textstyle uncramped" style="top:0em;"><span class="delimsizing size1">)</span></span></span><span class="mbin">+</span><span class="mord reset-textstyle textstyle uncramped"><span class="mopen sizing reset-size5 size5 reset-textstyle textstyle uncramped nulldelimiter"></span><span class="mfrac"><span class="vlist"><span style="top:0.5075000000000001em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span><span class="reset-textstyle scriptstyle cramped mtight"><span class="mord scriptstyle cramped mtight"><span class="mop mtight">cos</span><span class="minner scriptstyle cramped mtight"><span class="mopen style-wrap reset-scriptstyle textstyle uncramped mtight" style="top:0.07500000000000001em;"><span class="mtight">(</span></span><span class="mord mathit mtight" style="m argin-right:0.01968em;">l</span><span class="mord mathit mtight">a</span><span class="mord mathit mtight">t</span><span class="mbin mtight">⋅</span><span class="mord reset-scriptstyle scriptstyle cramped mtight"><span class="mopen sizing reset-size5 size5 reset-scriptstyle textstyle uncramped nulldelimiter"></span><span class="mfrac"><span class="vlist"><span style="top:0.344em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="reset-scriptstyle scriptscriptstyle cramped mtight"><span class="mord scriptscriptstyle cramped mtight"><span class="mord mathrm mtight">1</span><span class="mord mathrm mtight">8</span><span class="mord mathrm mtight">0</span></span></span></span><span style="top:-0.22142857142857142em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="reset-scriptstyle textstyle uncramped frac-line"></span></span><span style="top:-0.384em;"> <span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="reset-scriptstyle scriptscriptstyle cramped mtight"><span class="mord scriptscriptstyle cramped mtight"><span class="mord mathit mtight" style="margin-right:0.03588em;">π</span></span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></span></span><span class="mclose sizing reset-size5 size5 reset-scriptstyle textstyle uncramped nulldelimiter"></span></span><span class="mclose style-wrap reset-scriptstyle textstyle uncramped mtight" style="top:0.07500000000000001em;"><span class="mtight">)</span></span></span></span></span></span><span style="top:-0.22999999999999998em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span><span class="reset-textstyle textstyle uncramped frac-line"></span></span><span style="top:-0. 394em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span><span class="reset-textstyle scriptstyle uncramped mtight"><span class="mord scriptstyle uncramped mtight"><span class="mord mathrm mtight">1</span></span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span>​</span></span></span><span class="mclose sizing reset-size5 size5 reset-textstyle textstyle uncramped nulldelimiter"></span></span><span class="mclose style-wrap reset-textstyle textstyle uncramped" style="top:0em;"><span class="delimsizing size3">)</span></span></span></span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span>​</span></span></span><span class="mclose sizing reset-size5 size5 reset-textstyle textstyle uncramped nulldelimiter"></span></span><span class="mclose style-wr ap reset-textstyle textstyle uncramped"><span class="delimsizing mult"><span class="vlist"><span style="top:1.50501em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎠</span></span></span><span style="top:0.35000000000000014em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎟</span></span></span><span style="top:-0.2500099999999998em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎟</span></span></span><span style="top:-1.4950299999999999em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎞</span></span></span><span class="baseline-fix"><span class="fo ntsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></span></span></span></span><span class="mbin">⋅</span><span class="mord"><span class="mord mathrm">2</span><span class="msupsub"><span class="vlist"><span style="top:-0.41300000000000003em;margin-right:0.05em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="reset-textstyle scriptstyle uncramped mtight"><span class="mord scriptstyle uncramped mtight"><span class="mord mathit mtight" style="margin-right:0.04398em;">z</span><span class="mbin mtight">−</span><span class="mord mathrm mtight">1</span></span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></span></span></span><span class="mclose style-wrap reset-textstyle textstyle uncramped"><span class="delimsizing mult"><span class="vlist"><span style=" top:1.5050149999999998em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎦</span></span></span><span style="top:0.35001499999999997em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎥</span></span></span><span style="top:-0.250985em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎥</span></span></span><span style="top:-0.851985em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎥</span></span></span><span style="top:-1.452985em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizing inner delim-size4"><span>⎥</span></span></span><span style="top:-2.053985em;"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span><span class="delimsizinginner delim-size4"><span>⎥</span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:0em;">​</span></span>​</span></span></span></span></span></span></span><span class="baseline-fix"><span class="fontsize-ensurer reset-size5 size5"><span style="font-size:1em;">​</span></span>​</span></span></span></span></span></span></span></span></span></p> -<p>Refer <a href="http://wiki.openstreetmap.org/wiki/Slippy_map_tilenames"; target="_blank">this page</a> for detail. Zoom level is well described in <a href="http://wiki.openstreetmap.org/wiki/Zoom_levels"; target="_blank">this page</a>.</p> +<p>Refer <a href="https://wiki.openstreetmap.org/wiki/Slippy_map_tilenames"; target="_blank">this page</a> for detail. Zoom level is well described in <a href="https://wiki.openstreetmap.org/wiki/Zoom_levels"; target="_blank">this page</a>.</p> <h3 id="usage">Usage</h3> <pre><code class="lang-sql">WITH data as ( <span class="hljs-keyword">select</span> <span class="hljs-number">51.51202</span> <span class="hljs-keyword">as</span> lat, <span class="hljs-number">0.02435</span> <span class="hljs-keyword">as</span> lon, <span class="hljs-number">17</span> <span class="hljs-keyword">as</span> zoom @@ -2389,7 +2389,7 @@ y &= </tbody> </table> <h1 id="distance-function">Distance function</h1> -<p><code>haversine_distance(double lat1, double lon1, double lat2, double lon2, [const boolean mile=false])</code> returns <a href="http://www.movable-type.co.uk/scripts/latlong.html"; target="_blank">Haversine distance</a> between given two Geo locations.</p> +<p><code>haversine_distance(double lat1, double lon1, double lat2, double lon2, [const boolean mile=false])</code> returns <a href="https://www.movable-type.co.uk/scripts/latlong.html"; target="_blank">Haversine distance</a> between given two Geo locations.</p> <pre><code class="lang-sql"><span class="hljs-comment">-- Tokyo (lat: 35.6833, lon: 139.7667)</span> <span class="hljs-comment">-- Osaka (lat: 34.6603, lon: 135.5232)</span> <span class="hljs-keyword">select</span> @@ -2513,7 +2513,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"Lat/Lon functions","level":"12.1","depth":1,"next":{"title":"Getting Started","level":"13.1","depth":1,"path":"spark/getting_started/README.md","ref":"spark/getting_started/README.md","articles":[{"title":"Installation","level":"13.1.1","depth":2,"path":"spark/getting_started/installation.md","ref":"spark/getting_started/installation.md","articles":[]}]},"previous":{"title":"Probabilistic Latent Semantic Analysis","level":"11.2","depth":1,"path":"clustering/plsa.md","ref":"clustering/plsa.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"},"pluginsCo nfig":{"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/tree/master/docs/gitbook"},"theme-default":{"styles":{"websit e":"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":{"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":"geospatial/latlon.md","mtime":"2018-08-29T08:55:00.274Z","type":"markdown"},"gitbook":{"version":"3.2.3","time":"2018-09-05T09:13:37.462Z"},"basePath":"..","book":{"language":""}}); 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}); </script> </div> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ce452ddb/userguide/getting_started/index.html ---------------------------------------------------------------------- diff --git a/userguide/getting_started/index.html b/userguide/getting_started/index.html index 7345eeb..76cb9aa 100644 --- a/userguide/getting_started/index.html +++ b/userguide/getting_started/index.html @@ -125,7 +125,7 @@ <li> - <a href="http://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> + <a href="https://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> </li> @@ -2337,7 +2337,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"Getting Started","level":"1.2","depth":1,"next":{"title":"Installation","level":"1.2.1","depth":2,"path":"getting_started/installation.md","ref":"getting_started/installation.md","articles":[]},"previous":{"title":"Introduction","level":"1.1","depth":1,"path":"README.md","ref":"README.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"; 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}); </script> </div> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ce452ddb/userguide/getting_started/input-format.html ---------------------------------------------------------------------- diff --git a/userguide/getting_started/input-format.html b/userguide/getting_started/input-format.html index 05290b4..93f0d91 100644 --- a/userguide/getting_started/input-format.html +++ b/userguide/getting_started/input-format.html @@ -125,7 +125,7 @@ <li> - <a href="http://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> + <a href="https://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> </li> @@ -2282,7 +2282,7 @@ under the License. --> <p>This page explains the input format of training data in Hivemall. -Here, we use <a href="http://en.wikipedia.org/wiki/Extended_Backus%E2%80%93Naur_Form"; target="_blank">EBNF</a>-like notation for describing the format.</p> +Here, we use <a href="https://en.wikipedia.org/wiki/Extended_Backus%E2%80%93Naur_Form"; target="_blank">EBNF</a>-like notation for describing the format.</p> <!-- toc --><div id="toc" class="toc"> <ul> @@ -2310,12 +2310,12 @@ Here, we use <a href="http://en.wikipedia.org/wiki/Extended_Backus%E2%80%93Naur_ </div><!-- tocstop --> <h1 id="input-format-for-classification">Input Format for Classification</h1> -<p>The classifiers of Hivemall takes 2 (or 3) arguments: <em>features</em>, <em>label</em>, and <em>options</em> (a.k.a. <a href="http://en.wikipedia.org/wiki/Hyperparameter"; target="_blank">hyperparameters</a>). The first two arguments of training functions represents training examples. </p> +<p>The classifiers of Hivemall takes 2 (or 3) arguments: <em>features</em>, <em>label</em>, and <em>options</em> (a.k.a. <a href="https://en.wikipedia.org/wiki/Hyperparameter"; target="_blank">hyperparameters</a>). The first two arguments of training functions represents training examples. </p> <p>In Statistics, <em>features</em> and <em>label</em> are called <a href="http://www.oswego.edu/~srp/stats/variable_types.htm"; target="_blank">Explanatory variable and Response Variable</a>, respectively.</p> <h1 id="features-format-for-classification-and-regression">Features format (for classification and regression)</h1> <p>The format of <em>features</em> is common between (binary and multi-class) classification and regression. Hivemall accepts <code>ARRAY&lt;INT|BIGINT|TEXT></code> for the type of <em>features</em> column.</p> -<p>Hivemall uses a <em>sparse</em> data format (cf. <a href="http://netlib.org/linalg/html_templates/node91.html"; target="_blank">Compressed Row Storage</a>) which is similar to <a href="http://stackoverflow.com/questions/12112558/read-write-data-in-libsvm-format"; target="_blank">LIBSVM</a> and <a href="https://github.com/JohnLangford/vowpal_wabbit/wiki/Input-format"; target="_blank">Vowpal Wabbit</a>.</p> +<p>Hivemall uses a <em>sparse</em> data format (cf. <a href="https://netlib.org/linalg/html_templates/node91.html"; target="_blank">Compressed Row Storage</a>) which is similar to <a href="https://stackoverflow.com/questions/12112558/read-write-data-in-libsvm-format"; target="_blank">LIBSVM</a> and <a href="https://github.com/JohnLangford/vowpal_wabbit/wiki/Input-format"; target="_blank">Vowpal Wabbit</a>.</p> <p>The format of each feature in an array is as follows:</p> <pre><code>feature ::= <index>:<weight> or <index> </code></pre><p>Each element of <em>index</em> or <em>weight</em> then accepts the following format:</p> @@ -2342,9 +2342,9 @@ Here is an instance of a features.</p> <p>Note that "0" is reserved for a Bias variable (called dummy variable in Statistics). </p> <p>The <a href="../tips/addbias.html">add_bias</a> function is Hivemall appends "0:1.0" as an element of array in <em>features</em>.</p> <h2 id="feature-hashing">Feature hashing</h2> -<p>Hivemall supports <a href="http://en.wikipedia.org/wiki/Feature_hashing"; target="_blank">feature hashing/hashing trick</a> through <a href="../ft_engineering/hashing.html#mhash-function">mhash function</a>.</p> +<p>Hivemall supports <a href="https://en.wikipedia.org/wiki/Feature_hashing"; target="_blank">feature hashing/hashing trick</a> through <a href="../ft_engineering/hashing.html#mhash-function">mhash function</a>.</p> <p>The mhash function takes a feature (i.e., <em>index</em>) of TEXT format and generates a hash number of a range from 1 to 2^24 (=16777216) by the default setting.</p> -<p>Feature hashing is useful where the dimension of feature vector (i.e., the number of elements in <em>features</em>) is so large. Consider applying <a href="(../ft_engineering/hashing.html#mhash-function">mhash function</a>) when a prediction model does not fit in memory and OutOfMemory exception happens.</p> +<p>Feature hashing is useful where the dimension of feature vector (i.e., the number of elements in <em>features</em>) is so large. Consider applying <a href="../ft_engineering/hashing.html#mhash-function">mhash function</a>) when a prediction model does not fit in memory and OutOfMemory exception happens.</p> <p>In general, you don't need to use mhash when the dimension of feature vector is less than 16777216. If feature <em>index</em> is very long TEXT (e.g., "xxxxxxx-yyyyyy-weight:55.3") and uses huge memory spaces, consider using mhash as follows:</p> <pre><code class="lang-sql"><span class="hljs-comment">-- feature is v0.3.2 or before</span> @@ -2525,7 +2525,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"Input Format","level":"1.2.3","depth":2,"next":{"title":"List of Functions","level":"1.3","depth":1,"path":"misc/funcs.md","ref":"misc/funcs.md","articles":[]},"previous":{"title":"Install as permanent functions","level":"1.2.2","depth":2,"path":"getting_started/permanent-functions.md","ref":"getting_started/permanent-functions.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-hivemal l/"},"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/tree/master/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":{"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":"getting_started/input-format.md","mtime":"2018-08-29T08:55:00.274Z","type":"markdown"},"gitbook":{"version":"3.2.3","time":"2018-09-05T09:13:37.462Z"},"basePath":"..","book":{"language":""}}); 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target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> + <a href="https://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> </li> @@ -2366,7 +2366,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"Installation","level":"1.2.1","depth":2,"next":{"title":"Install as permanent functions","level":"1.2.2","depth":2,"path":"getting_started/permanent-functions.md","ref":"getting_started/permanent-functions.md","articles":[]},"previous":{"title":"Getting Started","level":"1.2","depth":1,"path":"getting_started/README.md","ref":"getting_started/README.md","articles":[{"title":"Installation","level":"1.2.1","depth":2,"path":"getting_started/installation.md","ref":"getting_started/installation.md","articles":[]},{"title":"Install as permanent functions","level":"1.2.2","depth":2,"path":"getting_started/permanent-functions.md","ref":"getting_started/permanent-functions.md","articles":[]},{"title":"Input Format","level":"1.2.3","depth":2,"path":"getting_started/input-format.md","ref":"getting_started/input-format.md","articles":[]}]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callout s","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/tree/master/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":{"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":"getting_started/installation.md","mtime":"2018-08-29T08:55:00.275Z","type":"markdown"},"gitbook":{"version":"3.2.3","time":"2018-09-05T09:13:37.462Z"},"basePath":"..","book":{"language":""}}); 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}); </script> </div> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ce452ddb/userguide/index.html ---------------------------------------------------------------------- diff --git a/userguide/index.html b/userguide/index.html index 8231dd5..3c53e12 100644 --- a/userguide/index.html +++ b/userguide/index.html @@ -123,7 +123,7 @@ <li> - <a href="http://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> + <a href="https://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> </li> @@ -2288,7 +2288,7 @@ Apache Hivemall is a collection of machine learning algorithms and versatile dat <p>Apache Hivemall offers a variety of functionalities: <strong>regression, classification, recommendation, anomaly detection, k-nearest neighbor, and feature engineering</strong>. It also supports state-of-the-art machine learning algorithms such as Soft Confidence Weighted, Adaptive Regularization of Weight Vectors, Factorization Machines, and AdaDelta. </p> <h2 id="architecture">Architecture</h2> -<p>Apache Hivemall is mainly designed to run on <a href="https://hive.apache.org/"; target="_blank">Apache Hive</a> but it also supports <a href="https://pig.apache.org/"; target="_blank">Apache Pig</a> and <a href="http://spark.apache.org/"; target="_blank">Apache Spark</a> for the runtime. +<p>Apache Hivemall is mainly designed to run on <a href="https://hive.apache.org/"; target="_blank">Apache Hive</a> but it also supports <a href="https://pig.apache.org/"; target="_blank">Apache Pig</a> and <a href="https://spark.apache.org/"; target="_blank">Apache Spark</a> for the runtime. Thus, it can be considered as a cross platform library for machine learning; prediction models built by a batch query of Apache Hive can be used on Apache Spark/Pig, and conversely, prediction models build by Apache Spark can be used from Apache Hive/Pig.</p> <div style="text-align:center"><img src="resources/images/techstack.png" width="80%" height="80%"></div> @@ -2347,7 +2347,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"Introduction","level":"1.1","depth":1,"next":{"title":"Getting Started","level":"1.2","depth":1,"path":"getting_started/README.md","ref":"getting_started/README.md","articles":[{"title":"Installation","level":"1.2.1","depth":2,"path":"getting_started/installation.md","ref":"getting_started/installation.md","articles":[]},{"title":"Install as permanent functions","level":"1.2.2","depth":2,"path":"getting_started/permanent-functions.md","ref":"getting_started/permanent-functions.md","articles":[]},{"title":"Input Format","level":"1.2.3","depth":2,"path":"getting_started/input-format.md","ref":"getting_started/input-format.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","p df":"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/tree/master/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":{"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":"README.md","mtime":"2018-08-29T08:55:00.262Z","type":"mar kdown"},"gitbook":{"version":"3.2.3","time":"2018-09-05T09:13:37.462Z"},"basePath":".","book":{"language":""}}); 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}); </script> </div> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ce452ddb/userguide/misc/approx.html ---------------------------------------------------------------------- diff --git a/userguide/misc/approx.html b/userguide/misc/approx.html index 90235dd..7e75eee 100644 --- a/userguide/misc/approx.html +++ b/userguide/misc/approx.html @@ -125,7 +125,7 @@ <li> - <a href="http://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> + <a href="https://hivemall.incubator.apache.org/"; target="_blank" class="custom-link"><i class="fa fa-home"></i> Home</a> </li> @@ -2356,7 +2356,7 @@ Hivemall implements <a href="https://en.wikipedia.org/wiki/HyperLogLog#HLL.2B.2B </tr> </tbody> </table> -<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><code>p</code> controls expected precision and memory consumption tradeoff and <code>default p=15</code> generally works well. Find More information on <a href="https://research.google.com/pubs/pub40671.html"; target="_blank">this paper</a>.</p></div></div> +<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><code>p</code> controls expected precision and memory consumption tradeoff and <code>default p=15</code> generally works well. Find More information on <a href="https://ai.google/research/pubs/pub40671"; target="_blank">this paper</a>.</p></div></div> <h2 id="function-signature">Function Signature</h2> <p>You can find the function signature and options of <code>approx_count_distinct</code> is as follows:</p> <pre><code class="lang-sql"><span class="hljs-keyword">select</span> @@ -2425,7 +2425,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda <script> var gitbook = gitbook || []; gitbook.push(function() { - gitbook.page.hasChanged({"page":{"title":"Approximate Aggregate Functions","level":"2.4","depth":1,"next":{"title":"Feature Scaling","level":"3.1","depth":1,"path":"ft_engineering/scaling.md","ref":"ft_engineering/scaling.md","articles":[]},"previous":{"title":"Text Tokenizer","level":"2.3","depth":1,"path":"misc/tokenizer.md","ref":"misc/tokenizer.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":{},"s earch":{},"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/tree/master/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":{"se lector":"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":"misc/approx.md","mtime":"2018-08-29T08:55:00.275Z","type":"markdown"},"gitbook":{"version":"3.2.3","time":"2018-09-05T09:13:37.462Z"},"basePath":"..","book":{"language":""}}); 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