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Posted to commits@mahout.apache.org by sr...@apache.org on 2012/02/11 11:22:31 UTC

svn commit: r1243022 [22/38] - in /mahout/site/new_website: ./ MAHOUT/ MAHOUT/2010/ MAHOUT/2010/09/ MAHOUT/2010/09/14/ MAHOUT/2011/ MAHOUT/2011/10/ MAHOUT/2011/10/21/ MAHOUT/books-tutorials-and-talks.data/ MAHOUT/books-tutorials-talks.data/ MAHOUT/book...

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--- mahout/site/new_website/MAHOUT/perceptron-and-winnow.html (added)
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@@ -0,0 +1,150 @@
+
+<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd">
+<HTML>
+  <HEAD>
+    <LINK type="text/css" rel="stylesheet" href="resources/space.css">
+    <STYLE type="text/css">
+      .footer {
+        background-image:      url('https://cwiki.apache.org/confluence/images/border/border_bottom.gif');
+        background-repeat:     repeat-x;
+        background-position:   left top;
+        padding-top:           4px;
+        color:                 #666;
+      }
+    </STYLE>
+    <SCRIPT type="text/javascript" language="javascript">
+      var hide = null;
+      var show = null;
+      var children = null;
+
+      function init() {
+        /* Search form initialization */
+        var form = document.forms['search'];
+        if (form != null) {
+          form.elements['domains'].value = location.hostname;
+          form.elements['sitesearch'].value = location.hostname;
+        }
+
+        /* Children initialization */
+        hide = document.getElementById('hide');
+        show = document.getElementById('show');
+        children = document.all != null ?
+                   document.all['children'] :
+                   document.getElementById('children');
+        if (children != null) {
+          children.style.display = 'none';
+          show.style.display = 'inline';
+          hide.style.display = 'none';
+        }
+      }
+
+      function showChildren() {
+        children.style.display = 'block';
+        show.style.display = 'none';
+        hide.style.display = 'inline';
+      }
+
+      function hideChildren() {
+        children.style.display = 'none';
+        show.style.display = 'inline';
+        hide.style.display = 'none';
+      }
+    </SCRIPT>
+    <TITLE>Perceptron and Winnow</TITLE>
+  <META http-equiv="Content-Type" content="text/html;charset=UTF-8"></HEAD>
+  <BODY onload="init()">
+    <TABLE border="0" cellpadding="2" cellspacing="0" width="100%">
+      <TR class="topBar">
+        <TD align="left" valign="middle" class="topBarDiv" align="left" nowrap="">
+          &nbsp;<A href="mahout-wiki.html" title="Apache Mahout">Apache Mahout</A>&nbsp;&gt;&nbsp;<A href="mahout-wiki.html" title="Mahout Wiki">Mahout Wiki</A>&nbsp;&gt;&nbsp;<A href="algorithms.html" title="Algorithms">Algorithms</A>&nbsp;&gt;&nbsp;<A href="" title="Perceptron and Winnow">Perceptron and Winnow</A>
+        </TD>
+        <TD align="right" valign="middle" nowrap="">
+          <FORM name="search" action="http://www.google.com/search" method="get">
+            <INPUT type="hidden" name="ie" value="UTF-8">
+            <INPUT type="hidden" name="oe" value="UTF-8">
+            <INPUT type="hidden" name="domains" value="">
+            <INPUT type="hidden" name="sitesearch" value="">
+            <INPUT type="text" name="q" maxlength="255" value="">        
+            <INPUT type="submit" name="btnG" value="Google Search">
+          </FORM>
+        </TD>
+      </TR> 
+    </TABLE>
+
+    <DIV id="PageContent">
+      <DIV class="pageheader" style="padding: 6px 0px 0px 0px;">
+        <!-- We'll enable this once we figure out how to access (and save) the logo resource -->
+        <!--img src="/wiki/images/confluence_logo.gif" style="float: left; margin: 4px 4px 4px 10px;" border="0"-->
+        <DIV style="margin: 0px 10px 0px 10px" class="smalltext">Apache Mahout</DIV>
+        <DIV style="margin: 0px 10px 8px 10px" class="pagetitle">Perceptron and Winnow</DIV>
+
+        <DIV class="greynavbar" align="right" style="padding: 2px 10px; margin: 0px;">
+          <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=100854">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/notep_16.gif" height="16" width="16" border="0" align="absmiddle" title="Edit Page"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=100854">Edit Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/browse_space.gif" height="16" width="16" border="0" align="absmiddle" title="Browse Space"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">Browse Space</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=100854">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_page_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add Page"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=100854">Add Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=100854">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_blogentry_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add News"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=100854">Add News</A>
+        </DIV>
+      </DIV>
+      <DIV class="pagesubheading" style="margin: 0px 10px 0px 10px;">
+        #editReport()
+      </DIV>
+
+      <DIV class="pagecontent">
+        <DIV class="wiki-content">
+          <H1><A name="PerceptronandWinnow-ClassificationwithPerceptronorWinnow"></A>Classification with Perceptron or Winnow</H1>
+
+<P>Both algorithms can are comparably simple linear classifiers. Given training data in some n-dimensional vector space that is annotated with binary labels the algorithms are guaranteed to find a linear separating hyperplane if there exists one. In contrast to the Perceptron, Winnow works only for binary feature vectors.</P>
+
+<P>For more information on the Perceptron see for instance:
+<A href="http://en.wikipedia.org/wiki/Perceptron" class="external-link" rel="nofollow">http://en.wikipedia.org/wiki/Perceptron</A></P>
+
+<P>Concise course notes on both algorithms:
+<A href="http://pages.cs.wisc.edu/~shuchi/courses/787-F07/scribe-notes/lecture24.pdf" class="external-link" rel="nofollow">http://pages.cs.wisc.edu/~shuchi/courses/787-F07/scribe-notes/lecture24.pdf</A></P>
+
+<P>Although the algorithms are comparably simple they still work pretty good for text classification and are fast to train even for huge example sets. In contrast to Naive Bayes they are not based on the assumption that all features (in the domain of text classification: all terms in a document) are independent.</P>
+
+<H2><A name="PerceptronandWinnow-Strategyforparallelisation"></A>Strategy for parallelisation</H2>
+
+<P>Currently the strategy for parallelisation is simple: Given there is enough training data, split the training data. Train the classifier on each split. The resulting hyperplanes are than averaged.</P>
+
+<H2><A name="PerceptronandWinnow-Roadmap"></A>Roadmap</H2>
+
+<P>Currently the patch only contains the code for the classifier itself. It is planned to provide unit tests and at least one example based on the WebKB dataset by the end of November for the serial version. After that the parallelisation will be added.</P>
+        </DIV>
+
+        
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--- mahout/site/new_website/MAHOUT/powered-by-mahout.html (added)
+++ mahout/site/new_website/MAHOUT/powered-by-mahout.html Sat Feb 11 10:22:15 2012
@@ -0,0 +1,206 @@
+
+<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd">
+<HTML>
+  <HEAD>
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/space.css">
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+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/panels.css">
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+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/default-theme.css">
+    <LINK type="text/css" rel="stylesheet" href="resources/space.css">
+    <STYLE type="text/css">
+      .footer {
+        background-image:      url('https://cwiki.apache.org/confluence/images/border/border_bottom.gif');
+        background-repeat:     repeat-x;
+        background-position:   left top;
+        padding-top:           4px;
+        color:                 #666;
+      }
+    </STYLE>
+    <SCRIPT type="text/javascript" language="javascript">
+      var hide = null;
+      var show = null;
+      var children = null;
+
+      function init() {
+        /* Search form initialization */
+        var form = document.forms['search'];
+        if (form != null) {
+          form.elements['domains'].value = location.hostname;
+          form.elements['sitesearch'].value = location.hostname;
+        }
+
+        /* Children initialization */
+        hide = document.getElementById('hide');
+        show = document.getElementById('show');
+        children = document.all != null ?
+                   document.all['children'] :
+                   document.getElementById('children');
+        if (children != null) {
+          children.style.display = 'none';
+          show.style.display = 'inline';
+          hide.style.display = 'none';
+        }
+      }
+
+      function showChildren() {
+        children.style.display = 'block';
+        show.style.display = 'none';
+        hide.style.display = 'inline';
+      }
+
+      function hideChildren() {
+        children.style.display = 'none';
+        show.style.display = 'inline';
+        hide.style.display = 'none';
+      }
+    </SCRIPT>
+    <TITLE>Powered By Mahout</TITLE>
+  <META http-equiv="Content-Type" content="text/html;charset=UTF-8"></HEAD>
+  <BODY onload="init()">
+    <TABLE border="0" cellpadding="2" cellspacing="0" width="100%">
+      <TR class="topBar">
+        <TD align="left" valign="middle" class="topBarDiv" align="left" nowrap="">
+          &nbsp;<A href="mahout-wiki.html" title="Apache Mahout">Apache Mahout</A>&nbsp;&gt;&nbsp;<A href="mahout-wiki.html" title="Mahout Wiki">Mahout Wiki</A>&nbsp;&gt;&nbsp;<A href="" title="Powered By Mahout">Powered By Mahout</A>
+        </TD>
+        <TD align="right" valign="middle" nowrap="">
+          <FORM name="search" action="http://www.google.com/search" method="get">
+            <INPUT type="hidden" name="ie" value="UTF-8">
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+            <INPUT type="hidden" name="sitesearch" value="">
+            <INPUT type="text" name="q" maxlength="255" value="">        
+            <INPUT type="submit" name="btnG" value="Google Search">
+          </FORM>
+        </TD>
+      </TR> 
+    </TABLE>
+
+    <DIV id="PageContent">
+      <DIV class="pageheader" style="padding: 6px 0px 0px 0px;">
+        <!-- We'll enable this once we figure out how to access (and save) the logo resource -->
+        <!--img src="/wiki/images/confluence_logo.gif" style="float: left; margin: 4px 4px 4px 10px;" border="0"-->
+        <DIV style="margin: 0px 10px 0px 10px" class="smalltext">Apache Mahout</DIV>
+        <DIV style="margin: 0px 10px 8px 10px" class="pagetitle">Powered By Mahout</DIV>
+
+        <DIV class="greynavbar" align="right" style="padding: 2px 10px; margin: 0px;">
+          <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=80899">
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+            <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=80899">Edit Page</A>
+          &nbsp;
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+            <IMG src="https://cwiki.apache.org/confluence/images/icons/browse_space.gif" height="16" width="16" border="0" align="absmiddle" title="Browse Space"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">Browse Space</A>
+          &nbsp;
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+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=80899">Add Page</A>
+          &nbsp;
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+        </DIV>
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+
+      <DIV class="pagecontent">
+        <DIV class="wiki-content">
+          <DIV>
+<UL>
+    <LI><A href="#PoweredByMahout-Intro">Intro</A></LI>
+    <LI><A href="#PoweredByMahout-CommercialUse">Commercial Use</A></LI>
+    <LI><A href="#PoweredByMahout-AcademicUse">Academic Use</A></LI>
+    <LI><A href="#PoweredByMahout-PoweredByLogos">Powered By Logos</A></LI>
+</UL></DIV>
+<H1><A name="PoweredByMahout-Intro"></A>Intro</H1>
+<P>Are you using Mahout to do Machine Learning?  Care to share?</P>
+
+<P><B>NOTE: Please add links in alphabetical order.  Links here do NOT imply endorsement by Mahout, its committers or the Apache Software Foundation and are for informational purposes only.</B></P>
+
+<H1><A name="PoweredByMahout-CommercialUse"></A>Commercial Use</H1>
+
+<UL>
+	<LI>Adobe AMP uses Mahout's clustering algorithms to increase video consumption by better user targeting. See <A href="http://nosql.mypopescu.com/post/2082712431/hbase-and-hadoop-at-adobe" class="external-link" rel="nofollow">http://nosql.mypopescu.com/post/2082712431/hbase-and-hadoop-at-adobe</A></LI>
+	<LI>Amazon's Personalization Platform &ndash; See <A href="http://www.linkedin.com/groups/Apache-Mahout-2182513" class="external-link" rel="nofollow">http://www.linkedin.com/groups/Apache-Mahout-2182513</A></LI>
+	<LI><A href="http://www.aol.com/" class="external-link" rel="nofollow">AOL </A> use Mahout for shopping recommendations. See <A href="http://www.slideshare.net/kryton/the-data-layer" class="external-link" rel="nofollow">http://www.slideshare.net/kryton/the-data-layer</A></LI>
+	<LI><A href="http://www.boozallen.com/" class="external-link" rel="nofollow">Booz Allen Hamilton </A> uses Mahout's clustering algorithms. See <A href="http://www.slideshare.net/ydn/3-biometric-hadoopsummit2010" class="external-link" rel="nofollow">http://www.slideshare.net/ydn/3-biometric-hadoopsummit2010</A></LI>
+	<LI><A href="http://www.buzzlogic.com/" class="external-link" rel="nofollow">Buzzlogic</A> uses Mahout's clustering algorithms to improve ad targeting</LI>
+	<LI><A href="http://cull.tv/" class="external-link" rel="nofollow">Cull.tv</A> uses modified Mahout algorithms for content recommendations</LI>
+	<LI><SPAN class="image-wrap" style=""><IMG src="http://cdn.dataminelab.com/favicon.ico" style="border: 0px solid black"></SPAN> <A href="http://dataminelab.com/" class="external-link" rel="nofollow">DataMine Lab</A> uses Mahout's recommendation and clustering algorithms to improve our clients' ad targeting.</LI>
+	<LI><A href="http://drupal.org/project/recommender" class="external-link" rel="nofollow">Drupal</A> users Mahout to provide open source content recommendation solutions.</LI>
+	<LI><A href="http://www.foursquare.com/" class="external-link" rel="nofollow">Foursquare</A> uses Mahout for its <A href="http://engineering.foursquare.com/2011/03/22/building-a-recommendation-engine-foursquare-style/" class="external-link" rel="nofollow">recommendation engine </A>.</LI>
+	<LI><A href="http://www.idealo.de/" class="external-link" rel="nofollow">Idealo</A> uses Mahout's recommendation engine.</LI>
+	<LI><A href="http://www.infoglutton.com/" class="external-link" rel="nofollow">InfoGlutton</A> uses Mahout's clustering and classification for various consulting projects.</LI>
+	<LI><A href="http://www.intela.com/" class="external-link" rel="nofollow">Intela</A> has implementations of Mahout's recommendation algorithms to select new offers to send tu customers, as well as to recommend potential customers to current offers. We are also working on enhancing our offer categories by using the clustering algorithms. We have a <A href="http://intela.com/best-practices/intela-gets-smarter" class="external-link" rel="nofollow">blog post</A> where we talk about it.</LI>
+	<LI><SPAN class="image-wrap" style=""><IMG src="http://ioffer.com/favicon.ico" style="border: 0px solid black"></SPAN> <A href="http://www.ioffer.com/" class="external-link" rel="nofollow">iOffer</A> uses Mahout's Frequent Pattern Mining and Collaborative Filtering to recommend items to users.</LI>
+	<LI><SPAN class="image-wrap" style=""><IMG src="http://kau.li/favicon.ico" style="border: 0px solid black"></SPAN> <A href="http://kau.li/en" class="external-link" rel="nofollow">Kauli</A>, one of Japanese Adnetwork, uses Mahout's clustering to handle clickstream data for predicting audience's interests and intents.</LI>
+	<LI><SPAN class="image-wrap" style=""><IMG src="http://mendeley.com/favicon.ico" style="border: 0px solid black"></SPAN> <A href="http://mendeley.com/" class="external-link" rel="nofollow">Mendeley</A> uses Mahout internally to test collaborative filtering algorithms and as part of their work on EU and JISC-funded research collaborations.</LI>
+	<LI><SPAN class="image-wrap" style=""><IMG src="http://mippin.com/favicon.ico" style="border: 0px solid black"></SPAN> <A href="http://mippin.com/" class="external-link" rel="nofollow">Mippin</A> uses Mahout's collaborative filtering engine to recommend news feeds</LI>
+	<LI><A href="http://www.slideshare.net/hamadakoichi/mobage-prmu-2011-mahout-hadoop" class="external-link" rel="nofollow">Mobage</A> uses Mahout in their analysis pipeline</LI>
+	<LI><SPAN class="image-wrap" style=""><IMG src="http://www.newscred.com/media/img/favicon.ico" style="border: 0px solid black"></SPAN> <A href="http://platform.newscred.com/" class="external-link" rel="nofollow">NewsCred</A> uses Mahout to generate clusters of news articles and to surface the important stories of the day</LI>
+	<LI><SPAN class="image-wrap" style=""><IMG src="http://blog.radoop.eu/favicon.ico" style="border: 0px solid black"></SPAN> <A href="http://radoop.eu/" class="external-link" rel="nofollow">Radoop</A> provides a drag-n-drop interface for big data analytics, including Mahout clustering and classification algorithms</LI>
+	<LI><A href="http://www.sematext.com/" class="external-link" rel="nofollow">Sematext</A> uses Mahout for its <A href="http://www.sematext.com/products/recommendation-engine/index.html" class="external-link" rel="nofollow">Recommendation Engine</A></LI>
+	<LI><A href="http://www.speeddate.com/" class="external-link" rel="nofollow">SpeedDate.com</A> uses Mahout's collaborative filtering engine to recommend member profiles</LI>
+	<LI><A href="http://www.yahoo.com/" class="external-link" rel="nofollow">Yahoo&#33;</A> Mail uses Mahout's Frequent Pattern Set Mining.  See <A href="http://www.slideshare.net/hadoopusergroup/mail-antispam" class="external-link" rel="nofollow">http://www.slideshare.net/hadoopusergroup/mail-antispam</A></LI>
+	<LI><SPAN class="image-wrap" style=""><IMG src="http://a.imageshack.us/img823/3443/logoyf.gif" style="border: 0px solid black"></SPAN> <A href="http://365media.com/" class="external-link" rel="nofollow">365Media </A> uses <B>Mahout's</B> Classification and Collaborative Filtering algorithms in its Real-time system named <A href="http://uptime.365media.com/" class="external-link" rel="nofollow">UPTIME</A> and 365Media/Social</LI>
+</UL>
+
+
+<H1><A name="PoweredByMahout-AcademicUse"></A>Academic Use</H1>
+
+<UL>
+	<LI><A href="https://www.dicode-project.eu/" class="external-link" rel="nofollow">Dicode</A> project uses Mahout's clustering and classification algorithms on top of HBase.</LI>
+	<LI>The course <A href="http://www.dima.tu-berlin.de/menue/studium_und_lehre/aktuelles_semester_sommersemester_2011/aim_3_advanced_information_management" class="external-link" rel="nofollow">Large Scale Data Analysis and Data Mining</A> at <A href="http://www.tu-berlin.de/" class="external-link" rel="nofollow">TU Berlin</A>&nbsp;uses Mahout to teach students about the parallelization of data mining problems with Hadoop and Map/Reduce</LI>
+	<LI>Mahout is used at Carnegie Mellon University, as a comparable platform to <A href="http://www.graphlab.ml.cmu.edu/" class="external-link" rel="nofollow">GraphLab</A>.</LI>
+	<LI>The <A href="http://www.robust-project.eu/" class="external-link" rel="nofollow">ROBUST project</A>, co-funded by the European Commission, employs Mahout in the large scale analysis of online community data.</LI>
+	<LI>Mahout is used for research and data processing at <A href="http://www.nitech.ac.jp/eng/schools/grad/cse.html" class="external-link" rel="nofollow">Nagoya Institute of Technology</A>, in the context of a large-scale citizen participation platform project, funded by the Ministry of Interior of Japan.</LI>
+	<LI>Several researches within <A href="http://www.deri.ie/" class="external-link" rel="nofollow">Digital Enterprise Research Institute</A> <A href="http://www.nuigalway.ie/" class="external-link" rel="nofollow">NUI Galway</A> use Mahout for e.g. topic mining and modelling of large corpora.</LI>
+	<LI>We used Mahout in the NoTube EU project, and it saved a lot of time (and a brain transplant). The only piece we've used heavily in our apps (<A href="http://vimeo.com/user3487770http:/notube.tv/" class="external-link" rel="nofollow">http://vimeo.com/user3487770http://notube.tv/</A>) so far is the Taste recommender, but I've been digging deeper into the other components. I can't claim we're a hugely famous or successful application, but I can say without doubt I don't regret using Mahout. It did what it said it would do, and easily. One nice thing about this community, is that Mahout is not<BR>
+over-marketed. If the nature or scale of your problem better suits other tools, the Mahout folk will tell you so.</LI>
+</UL>
+
+
+<H1><A name="PoweredByMahout-PoweredByLogos"></A>Powered By Logos</H1>
+
+<P>Feel free to use our Powered By logos on your site:</P>
+
+<P><SPAN class="image-wrap" style=""><IMG src="powered-by-mahout.data/mahout-logo-poweredby-55.png" style="border: 1px solid black"></SPAN></P>
+
+
+<P><SPAN class="image-wrap" style=""><IMG src="powered-by-mahout.data/mahout-logo-poweredby-100.png" style="border: 1px solid black"></SPAN></P>
+        </DIV>
+
+        
+      </DIV>
+    </DIV>
+    <DIV class="footer">
+      Generated by
+      <A href="http://www.atlassian.com/confluence/">Atlassian Confluence</A> (Version: 3.4.9 Build: 2042 Feb 14, 2011)
+      <A href="http://could.it/autoexport/">Auto Export Plugin</A> (Version: 1.0.0-dkulp)
+    </DIV>
+<SCRIPT type="text/javascript">
+
+  var _gaq = _gaq || [];
+  _gaq.push(['_setAccount', 'UA-17359171-1']);
+  _gaq.push(['_setDomainName', 'none']);
+  _gaq.push(['_setAllowLinker', true]);
+  _gaq.push(['_trackPageview']);
+
+  (function() {
+    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+  })();
+
+</SCRIPT>
+  </BODY>
+</HTML>
\ No newline at end of file

Added: mahout/site/new_website/MAHOUT/poweredby.html
URL: http://svn.apache.org/viewvc/mahout/site/new_website/MAHOUT/poweredby.html?rev=1243022&view=auto
==============================================================================
--- mahout/site/new_website/MAHOUT/poweredby.html (added)
+++ mahout/site/new_website/MAHOUT/poweredby.html Sat Feb 11 10:22:15 2012
@@ -0,0 +1,133 @@
+
+<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd">
+<HTML>
+  <HEAD>
+    <LINK type="text/css" rel="stylesheet" href="resources/space.css">
+    <STYLE type="text/css">
+      .footer {
+        background-image:      url('http://cwiki.apache.org/confluence/images/border/border_bottom.gif');
+        background-repeat:     repeat-x;
+        background-position:   left top;
+        padding-top:           4px;
+        color:                 #666;
+      }
+    </STYLE>
+    <SCRIPT type="text/javascript" language="javascript">
+      var hide = null;
+      var show = null;
+      var children = null;
+
+      function init() {
+        /* Search form initialization */
+        var form = document.forms['search'];
+        if (form != null) {
+          form.elements['domains'].value = location.hostname;
+          form.elements['sitesearch'].value = location.hostname;
+        }
+
+        /* Children initialization */
+        hide = document.getElementById('hide');
+        show = document.getElementById('show');
+        children = document.all != null ?
+                   document.all['children'] :
+                   document.getElementById('children');
+        if (children != null) {
+          children.style.display = 'none';
+          show.style.display = 'inline';
+          hide.style.display = 'none';
+        }
+      }
+
+      function showChildren() {
+        children.style.display = 'block';
+        show.style.display = 'none';
+        hide.style.display = 'inline';
+      }
+
+      function hideChildren() {
+        children.style.display = 'none';
+        show.style.display = 'inline';
+        hide.style.display = 'none';
+      }
+    </SCRIPT>
+    <TITLE>PoweredBy</TITLE>
+  <META http-equiv="Content-Type" content="text/html;charset=UTF-8"></HEAD>
+  <BODY onload="init()">
+    <TABLE border="0" cellpadding="2" cellspacing="0" width="100%">
+      <TR class="topBar">
+        <TD align="left" valign="middle" class="topBarDiv" align="left" nowrap="">
+          &nbsp;<A href="index.html" title="Apache Lucene Mahout">Apache Lucene Mahout</A>&nbsp;&gt;&nbsp;<A href="index.html" title="index">index</A>&nbsp;&gt;&nbsp;<A href="" title="PoweredBy">PoweredBy</A>
+        </TD>
+        <TD align="right" valign="middle" nowrap="">
+          <FORM name="search" action="http://www.google.com/search" method="get">
+            <INPUT type="hidden" name="ie" value="UTF-8">
+            <INPUT type="hidden" name="oe" value="UTF-8">
+            <INPUT type="hidden" name="domains" value="">
+            <INPUT type="hidden" name="sitesearch" value="">
+            <INPUT type="text" name="q" maxlength="255" value="">        
+            <INPUT type="submit" name="btnG" value="Google Search">
+          </FORM>
+        </TD>
+      </TR> 
+    </TABLE>
+
+    <DIV id="PageContent">
+      <DIV class="pageheader" style="padding: 6px 0px 0px 0px;">
+        <!-- We'll enable this once we figure out how to access (and save) the logo resource -->
+        <!--img src="/wiki/images/confluence_logo.gif" style="float: left; margin: 4px 4px 4px 10px;" border="0"-->
+        <DIV style="margin: 0px 10px 0px 10px" class="smalltext">Apache Lucene Mahout</DIV>
+        <DIV style="margin: 0px 10px 8px 10px" class="pagetitle">PoweredBy</DIV>
+
+        <DIV class="greynavbar" align="right" style="padding: 2px 10px; margin: 0px;">
+          <A href="http://cwiki.apache.org/confluence/pages/editpage.action?pageId=80899">
+            <IMG src="http://cwiki.apache.org/confluence/images/icons/notep_16.gif" height="16" width="16" border="0" align="absmiddle" title="Edit Page"></A>
+            <A href="http://cwiki.apache.org/confluence/pages/editpage.action?pageId=80899">Edit Page</A>
+          &nbsp;
+          <A href="http://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">
+            <IMG src="http://cwiki.apache.org/confluence/images/icons/browse_space.gif" height="16" width="16" border="0" align="absmiddle" title="Browse Space"></A>
+            <A href="http://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">Browse Space</A>
+          &nbsp;
+          <A href="http://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=80899">
+            <IMG src="http://cwiki.apache.org/confluence/images/icons/add_page_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add Page"></A>
+          <A href="http://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=80899">Add Page</A>
+          &nbsp;
+          <A href="http://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=80899">
+            <IMG src="http://cwiki.apache.org/confluence/images/icons/add_blogentry_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add News"></A>
+          <A href="http://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=80899">Add News</A>
+        </DIV>
+      </DIV>
+      <DIV class="pagesubheading" style="margin: 0px 10px 0px 10px;">
+                    Added by <A class="url fn" href="../~gsingers/index.html">Grant Ingersoll</A>, last edited by <A class="url fn" href="../~gsingers/index.html">Grant Ingersoll</A> on Apr 28, 2010
+                      &nbsp;(<A class="noprint" href="http://cwiki.apache.org/confluence/pages/diffpages.action?pageId=80899&originalId=20643843">view change</A>)
+              
+      </DIV>
+
+      <DIV class="pagecontent">
+        <DIV class="wiki-content">
+          <H1><A name="PoweredBy-PoweredByMahout"></A>Powered By Mahout</H1>
+
+<P>Are you using Mahout to do Machine Learning?  Care to share?</P>
+
+<UL>
+	<LI><A href="http://www.buzzlogic.com/" class="external-link" rel="nofollow">Buzzlogic</A> uses Mahout's clustering algorithms to improve ad targeting</LI>
+	<LI><SPAN class="image-wrap" style=""><IMG src="http://mippin.com/favicon.ico" style="border: 0px solid black"></SPAN> <A href="http://mippin.com/" class="external-link" rel="nofollow">Mippin</A> uses Mahout's collaborative filtering engine to recommend news feeds</LI>
+	<LI><A href="http://www.yahoo.com/" class="external-link" rel="nofollow">Yahoo!</A> Mail uses Mahout's Frequent Pattern Set Mining.  See <A href="http://www.slideshare.net/hadoopusergroup/mail-antispam" class="external-link" rel="nofollow">http://www.slideshare.net/hadoopusergroup/mail-antispam</A></LI>
+</UL>
+
+
+<P><B>NOTE: Please add links in alphabetical order.  Links here do NOT imply endorsement by Mahout, its committers or the Apache Software Foundation and are for informational purposes only.</B></P>
+
+
+
+        </DIV>
+
+        
+      </DIV>
+    </DIV>
+    <DIV class="footer">
+      Generated by
+      <A href="http://www.atlassian.com/confluence/">Atlassian Confluence</A> (Version: 3.2 Build: 1810 Mar 16, 2010)
+      <A href="http://could.it/autoexport/">Auto Export Plugin</A> (Version: 1.0.0.beta2)
+    </DIV>
+  </BODY>
+</HTML>

Added: mahout/site/new_website/MAHOUT/principal-components-analysis.html
URL: http://svn.apache.org/viewvc/mahout/site/new_website/MAHOUT/principal-components-analysis.html?rev=1243022&view=auto
==============================================================================
--- mahout/site/new_website/MAHOUT/principal-components-analysis.html (added)
+++ mahout/site/new_website/MAHOUT/principal-components-analysis.html Sat Feb 11 10:22:15 2012
@@ -0,0 +1,147 @@
+
+<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd">
+<HTML>
+  <HEAD>
+    <LINK type="text/css" rel="stylesheet" href="resources/space.css">
+    <STYLE type="text/css">
+      .footer {
+        background-image:      url('https://cwiki.apache.org/confluence/images/border/border_bottom.gif');
+        background-repeat:     repeat-x;
+        background-position:   left top;
+        padding-top:           4px;
+        color:                 #666;
+      }
+    </STYLE>
+    <SCRIPT type="text/javascript" language="javascript">
+      var hide = null;
+      var show = null;
+      var children = null;
+
+      function init() {
+        /* Search form initialization */
+        var form = document.forms['search'];
+        if (form != null) {
+          form.elements['domains'].value = location.hostname;
+          form.elements['sitesearch'].value = location.hostname;
+        }
+
+        /* Children initialization */
+        hide = document.getElementById('hide');
+        show = document.getElementById('show');
+        children = document.all != null ?
+                   document.all['children'] :
+                   document.getElementById('children');
+        if (children != null) {
+          children.style.display = 'none';
+          show.style.display = 'inline';
+          hide.style.display = 'none';
+        }
+      }
+
+      function showChildren() {
+        children.style.display = 'block';
+        show.style.display = 'none';
+        hide.style.display = 'inline';
+      }
+
+      function hideChildren() {
+        children.style.display = 'none';
+        show.style.display = 'inline';
+        hide.style.display = 'none';
+      }
+    </SCRIPT>
+    <TITLE>Principal Components Analysis</TITLE>
+  <META http-equiv="Content-Type" content="text/html;charset=UTF-8"></HEAD>
+  <BODY onload="init()">
+    <TABLE border="0" cellpadding="2" cellspacing="0" width="100%">
+      <TR class="topBar">
+        <TD align="left" valign="middle" class="topBarDiv" align="left" nowrap="">
+          &nbsp;<A href="mahout-wiki.html" title="Apache Mahout">Apache Mahout</A>&nbsp;&gt;&nbsp;<A href="mahout-wiki.html" title="Mahout Wiki">Mahout Wiki</A>&nbsp;&gt;&nbsp;<A href="algorithms.html" title="Algorithms">Algorithms</A>&nbsp;&gt;&nbsp;<A href="" title="Principal Components Analysis">Principal Components Analysis</A>
+        </TD>
+        <TD align="right" valign="middle" nowrap="">
+          <FORM name="search" action="http://www.google.com/search" method="get">
+            <INPUT type="hidden" name="ie" value="UTF-8">
+            <INPUT type="hidden" name="oe" value="UTF-8">
+            <INPUT type="hidden" name="domains" value="">
+            <INPUT type="hidden" name="sitesearch" value="">
+            <INPUT type="text" name="q" maxlength="255" value="">        
+            <INPUT type="submit" name="btnG" value="Google Search">
+          </FORM>
+        </TD>
+      </TR> 
+    </TABLE>
+
+    <DIV id="PageContent">
+      <DIV class="pageheader" style="padding: 6px 0px 0px 0px;">
+        <!-- We'll enable this once we figure out how to access (and save) the logo resource -->
+        <!--img src="/wiki/images/confluence_logo.gif" style="float: left; margin: 4px 4px 4px 10px;" border="0"-->
+        <DIV style="margin: 0px 10px 0px 10px" class="smalltext">Apache Mahout</DIV>
+        <DIV style="margin: 0px 10px 8px 10px" class="pagetitle">Principal Components Analysis</DIV>
+
+        <DIV class="greynavbar" align="right" style="padding: 2px 10px; margin: 0px;">
+          <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=75688">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/notep_16.gif" height="16" width="16" border="0" align="absmiddle" title="Edit Page"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=75688">Edit Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/browse_space.gif" height="16" width="16" border="0" align="absmiddle" title="Browse Space"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">Browse Space</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=75688">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_page_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add Page"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=75688">Add Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=75688">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_blogentry_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add News"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=75688">Add News</A>
+        </DIV>
+      </DIV>
+      <DIV class="pagesubheading" style="margin: 0px 10px 0px 10px;">
+        #editReport()
+      </DIV>
+
+      <DIV class="pagecontent">
+        <DIV class="wiki-content">
+          <H1><A name="PrincipalComponentsAnalysis-PrincipalComponentsAnalysis"></A>Principal Components Analysis</H1>
+
+<P>PCA is used to reduce high dimensional data set to lower dimensions. PCA can be used to identify patterns in data, express the data in a lower dimensional space. That way, similarities and differences can be highlighted. It is mostly used in face recognition and image compression.<BR>
+There are several flaws one has to be aware of when working with PCA:</P>
+
+<UL>
+	<LI>Linearity assumption - data is assumed to be linear combinations of some basis. There exist non-linear methods such as kernel PCA that alleviate that problem.</LI>
+	<LI>Principal components are assumed to be orthogonal. ICA tries to cope with this limitation.</LI>
+	<LI>Mean and covariance are assumed to be statistically important.</LI>
+	<LI>Large variances are assumed to have important dynamics.</LI>
+</UL>
+
+
+<H2><A name="PrincipalComponentsAnalysis-Parallelizationstrategy"></A>Parallelization strategy</H2>
+
+<H2><A name="PrincipalComponentsAnalysis-Designofpackages"></A>Design of packages</H2>
+        </DIV>
+
+        
+      </DIV>
+    </DIV>
+    <DIV class="footer">
+      Generated by
+      <A href="http://www.atlassian.com/confluence/">Atlassian Confluence</A> (Version: 3.2 Build: 1810 Mar 16, 2010)
+      <A href="http://could.it/autoexport/">Auto Export Plugin</A> (Version: 1.0.0-dkulp)
+    </DIV>
+<SCRIPT type="text/javascript">
+
+  var _gaq = _gaq || [];
+  _gaq.push(['_setAccount', 'UA-17359171-1']);
+  _gaq.push(['_setDomainName', 'none']);
+  _gaq.push(['_setAllowLinker', true]);
+  _gaq.push(['_trackPageview']);
+
+  (function() {
+    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+  })();
+
+</SCRIPT>
+  </BODY>
+</HTML>
\ No newline at end of file

Added: mahout/site/new_website/MAHOUT/privacy-policy.html
URL: http://svn.apache.org/viewvc/mahout/site/new_website/MAHOUT/privacy-policy.html?rev=1243022&view=auto
==============================================================================
--- mahout/site/new_website/MAHOUT/privacy-policy.html (added)
+++ mahout/site/new_website/MAHOUT/privacy-policy.html Sat Feb 11 10:22:15 2012
@@ -0,0 +1,147 @@
+
+<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd">
+<HTML>
+  <HEAD>
+    <LINK type="text/css" rel="stylesheet" href="resources/space.css">
+    <STYLE type="text/css">
+      .footer {
+        background-image:      url('https://cwiki.apache.org/confluence/images/border/border_bottom.gif');
+        background-repeat:     repeat-x;
+        background-position:   left top;
+        padding-top:           4px;
+        color:                 #666;
+      }
+    </STYLE>
+    <SCRIPT type="text/javascript" language="javascript">
+      var hide = null;
+      var show = null;
+      var children = null;
+
+      function init() {
+        /* Search form initialization */
+        var form = document.forms['search'];
+        if (form != null) {
+          form.elements['domains'].value = location.hostname;
+          form.elements['sitesearch'].value = location.hostname;
+        }
+
+        /* Children initialization */
+        hide = document.getElementById('hide');
+        show = document.getElementById('show');
+        children = document.all != null ?
+                   document.all['children'] :
+                   document.getElementById('children');
+        if (children != null) {
+          children.style.display = 'none';
+          show.style.display = 'inline';
+          hide.style.display = 'none';
+        }
+      }
+
+      function showChildren() {
+        children.style.display = 'block';
+        show.style.display = 'none';
+        hide.style.display = 'inline';
+      }
+
+      function hideChildren() {
+        children.style.display = 'none';
+        show.style.display = 'inline';
+        hide.style.display = 'none';
+      }
+    </SCRIPT>
+    <TITLE>Privacy Policy</TITLE>
+  <META http-equiv="Content-Type" content="text/html;charset=UTF-8"></HEAD>
+  <BODY onload="init()">
+    <TABLE border="0" cellpadding="2" cellspacing="0" width="100%">
+      <TR class="topBar">
+        <TD align="left" valign="middle" class="topBarDiv" align="left" nowrap="">
+          &nbsp;<A href="mahout-wiki.html" title="Apache Mahout">Apache Mahout</A>&nbsp;&gt;&nbsp;<A href="mahout-wiki.html" title="Mahout Wiki">Mahout Wiki</A>&nbsp;&gt;&nbsp;<A href="" title="Privacy Policy">Privacy Policy</A>
+        </TD>
+        <TD align="right" valign="middle" nowrap="">
+          <FORM name="search" action="http://www.google.com/search" method="get">
+            <INPUT type="hidden" name="ie" value="UTF-8">
+            <INPUT type="hidden" name="oe" value="UTF-8">
+            <INPUT type="hidden" name="domains" value="">
+            <INPUT type="hidden" name="sitesearch" value="">
+            <INPUT type="text" name="q" maxlength="255" value="">        
+            <INPUT type="submit" name="btnG" value="Google Search">
+          </FORM>
+        </TD>
+      </TR> 
+    </TABLE>
+
+    <DIV id="PageContent">
+      <DIV class="pageheader" style="padding: 6px 0px 0px 0px;">
+        <!-- We'll enable this once we figure out how to access (and save) the logo resource -->
+        <!--img src="/wiki/images/confluence_logo.gif" style="float: left; margin: 4px 4px 4px 10px;" border="0"-->
+        <DIV style="margin: 0px 10px 0px 10px" class="smalltext">Apache Mahout</DIV>
+        <DIV style="margin: 0px 10px 8px 10px" class="pagetitle">Privacy Policy</DIV>
+
+        <DIV class="greynavbar" align="right" style="padding: 2px 10px; margin: 0px;">
+          <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=23332124">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/notep_16.gif" height="16" width="16" border="0" align="absmiddle" title="Edit Page"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=23332124">Edit Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/browse_space.gif" height="16" width="16" border="0" align="absmiddle" title="Browse Space"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">Browse Space</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=23332124">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_page_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add Page"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=23332124">Add Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=23332124">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_blogentry_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add News"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=23332124">Add News</A>
+        </DIV>
+      </DIV>
+      <DIV class="pagesubheading" style="margin: 0px 10px 0px 10px;">
+        #editReport()
+      </DIV>
+
+      <DIV class="pagecontent">
+        <DIV class="wiki-content">
+          <P>Information about your use of this website is collected using server access logs and a tracking cookie. The collected information consists of the following:</P>
+
+<UL>
+	<LI>The IP address from which you access the website;</LI>
+	<LI>The type of browser and operating system you use to access our site;</LI>
+	<LI>The date and time you access our site;</LI>
+	<LI>The pages you visit; and</LI>
+	<LI>The addresses of pages from where you followed a link to our site.</LI>
+</UL>
+
+
+<P>Part of this information is gathered using a tracking cookie set by the Google Analytics service and handled by Google as described in their privacy policy. See your browser documentation for instructions on how to disable the cookie if you prefer not to share this data with Google.</P>
+
+<P>We use the gathered information to help us make our site more useful to visitors and to better understand how and when our site is used. We do not track or collect personally identifiable information or associate gathered data with any personally identifying information from other sources.</P>
+
+<P>By using this website, you consent to the collection of this data in the manner and for the purpose described above.</P>
+        </DIV>
+
+        
+      </DIV>
+    </DIV>
+    <DIV class="footer">
+      Generated by
+      <A href="http://www.atlassian.com/confluence/">Atlassian Confluence</A> (Version: 3.2 Build: 1810 Mar 16, 2010)
+      <A href="http://could.it/autoexport/">Auto Export Plugin</A> (Version: 1.0.0-dkulp)
+    </DIV>
+<SCRIPT type="text/javascript">
+
+  var _gaq = _gaq || [];
+  _gaq.push(['_setAccount', 'UA-17359171-1']);
+  _gaq.push(['_setDomainName', 'none']);
+  _gaq.push(['_setAllowLinker', true]);
+  _gaq.push(['_trackPageview']);
+
+  (function() {
+    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+  })();
+
+</SCRIPT>
+  </BODY>
+</HTML>
\ No newline at end of file

Added: mahout/site/new_website/MAHOUT/professional-support.html
URL: http://svn.apache.org/viewvc/mahout/site/new_website/MAHOUT/professional-support.html?rev=1243022&view=auto
==============================================================================
--- mahout/site/new_website/MAHOUT/professional-support.html (added)
+++ mahout/site/new_website/MAHOUT/professional-support.html Sat Feb 11 10:22:15 2012
@@ -0,0 +1,246 @@
+
+<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd">
+<HTML>
+  <HEAD>
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/space.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/master.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/wiki-content.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/abs.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/menu.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/menu-ie.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/tables.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/panels.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/master-ie.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/renderer-macros.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/content-types.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/login.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/information-macros.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/layout-macros.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/default-theme.css">
+    <LINK type="text/css" rel="stylesheet" href="resources/space.css">
+    <STYLE type="text/css">
+      .footer {
+        background-image:      url('https://cwiki.apache.org/confluence/images/border/border_bottom.gif');
+        background-repeat:     repeat-x;
+        background-position:   left top;
+        padding-top:           4px;
+        color:                 #666;
+      }
+    </STYLE>
+    <SCRIPT type="text/javascript" language="javascript">
+      var hide = null;
+      var show = null;
+      var children = null;
+
+      function init() {
+        /* Search form initialization */
+        var form = document.forms['search'];
+        if (form != null) {
+          form.elements['domains'].value = location.hostname;
+          form.elements['sitesearch'].value = location.hostname;
+        }
+
+        /* Children initialization */
+        hide = document.getElementById('hide');
+        show = document.getElementById('show');
+        children = document.all != null ?
+                   document.all['children'] :
+                   document.getElementById('children');
+        if (children != null) {
+          children.style.display = 'none';
+          show.style.display = 'inline';
+          hide.style.display = 'none';
+        }
+      }
+
+      function showChildren() {
+        children.style.display = 'block';
+        show.style.display = 'none';
+        hide.style.display = 'inline';
+      }
+
+      function hideChildren() {
+        children.style.display = 'none';
+        show.style.display = 'inline';
+        hide.style.display = 'none';
+      }
+    </SCRIPT>
+    <TITLE>Professional Support</TITLE>
+  <META http-equiv="Content-Type" content="text/html;charset=UTF-8"></HEAD>
+  <BODY onload="init()">
+    <TABLE border="0" cellpadding="2" cellspacing="0" width="100%">
+      <TR class="topBar">
+        <TD align="left" valign="middle" class="topBarDiv" align="left" nowrap="">
+          &nbsp;<A href="mahout-wiki.html" title="Apache Mahout">Apache Mahout</A>&nbsp;&gt;&nbsp;<A href="mahout-wiki.html" title="Mahout Wiki">Mahout Wiki</A>&nbsp;&gt;&nbsp;<A href="" title="Professional Support">Professional Support</A>
+        </TD>
+        <TD align="right" valign="middle" nowrap="">
+          <FORM name="search" action="http://www.google.com/search" method="get">
+            <INPUT type="hidden" name="ie" value="UTF-8">
+            <INPUT type="hidden" name="oe" value="UTF-8">
+            <INPUT type="hidden" name="domains" value="">
+            <INPUT type="hidden" name="sitesearch" value="">
+            <INPUT type="text" name="q" maxlength="255" value="">        
+            <INPUT type="submit" name="btnG" value="Google Search">
+          </FORM>
+        </TD>
+      </TR> 
+    </TABLE>
+
+    <DIV id="PageContent">
+      <DIV class="pageheader" style="padding: 6px 0px 0px 0px;">
+        <!-- We'll enable this once we figure out how to access (and save) the logo resource -->
+        <!--img src="/wiki/images/confluence_logo.gif" style="float: left; margin: 4px 4px 4px 10px;" border="0"-->
+        <DIV style="margin: 0px 10px 0px 10px" class="smalltext">Apache Mahout</DIV>
+        <DIV style="margin: 0px 10px 8px 10px" class="pagetitle">Professional Support</DIV>
+
+        <DIV class="greynavbar" align="right" style="padding: 2px 10px; margin: 0px;">
+          <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=23333261">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/notep_16.gif" height="16" width="16" border="0" align="absmiddle" title="Edit Page"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=23333261">Edit Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/browse_space.gif" height="16" width="16" border="0" align="absmiddle" title="Browse Space"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">Browse Space</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=23333261">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_page_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add Page"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=23333261">Add Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=23333261">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_blogentry_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add News"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=23333261">Add News</A>
+        </DIV>
+      </DIV>
+
+      <DIV class="pagecontent">
+        <DIV class="wiki-content">
+          <H1><A name="ProfessionalSupport-ProfessionalsupportforMahout"></A>Professional support for Mahout</H1>
+
+<P>Add yourself or your company if you are offering support for Mahout users.&nbsp; Please keep lists in alphabetical order.&nbsp; An entry here is not an endorsement by the Apache Software Foundation nor any of it's committers.</P>
+
+
+<H2><A name="ProfessionalSupport-Peopleandcompaniesforhire"></A>People and companies for hire</H2>
+
+<DIV class="table-wrap">
+<TABLE class="confluenceTable"><TBODY>
+<TR>
+<TH class="confluenceTh"> Name </TH>
+<TH class="confluenceTh"> contact details </TH>
+<TH class="confluenceTh"> notes </TH>
+</TR>
+<TR>
+<TD class="confluenceTd"> Clogeny Technologies </TD>
+<TD class="confluenceTd"> contact@clogeny.com </TD>
+<TD class="confluenceTd"> Big Data Analytics - <BR class="atl-forced-newline">
+ Mahout, Hadoop, NoSQL Databases <A href="http://www.clogeny.com/" class="external-link" rel="nofollow">http://www.clogeny.com</A> </TD>
+</TR>
+<TR>
+<TD class="confluenceTd"> Ted Dunning </TD>
+<TD class="confluenceTd"> tdunning@apache.org </TD>
+<TD class="confluenceTd"> limited availability </TD>
+</TR>
+<TR>
+<TD class="confluenceTd"> GridLine </TD>
+<TD class="confluenceTd"> <A href="http://www.gridline.nl/contact" class="external-link" rel="nofollow">http://www.gridline.nl/contact</A> </TD>
+<TD class="confluenceTd"> specialised in search and&nbsp;thesauri </TD>
+</TR>
+<TR>
+<TD class="confluenceTd"> Sean Owen </TD>
+<TD class="confluenceTd"> srowen@gmail.com </TD>
+<TD class="confluenceTd"> available for simple deployment of recommender projects </TD>
+</TR>
+<TR>
+<TD class="confluenceTd"> Sematext International </TD>
+<TD class="confluenceTd"> <A href="http://sematext.com/about/contact.html" class="external-link" rel="nofollow">http://sematext.com/about/contact.html</A> </TD>
+<TD class="confluenceTd"> <A href="http://www.sematext.com/" class="external-link" rel="nofollow">http://www.sematext.com/</A> </TD>
+</TR>
+<TR>
+<TD class="confluenceTd"> Frank Scholten </TD>
+<TD class="confluenceTd"> frank.scholten@dutchworks.nl </TD>
+<TD class="confluenceTd"> Mahout <A href="http://blog.dutchworks.nl/author/frank/" class="external-link" rel="nofollow">http://blog.dutchworks.nl/author/frank/</A> </TD>
+</TR>
+<TR>
+<TD class="confluenceTd"> Winterwell </TD>
+<TD class="confluenceTd"> daniel@winterwell.com </TD>
+<TD class="confluenceTd"> business/maths concept development &amp; algorithms <A href="http://winterwell.com/" class="external-link" rel="nofollow">http://winterwell.com</A> </TD>
+</TR>
+<TR>
+<TD class="confluenceTd"> Jagdish Nomula </TD>
+<TD class="confluenceTd"> nomulaj@gmail.com </TD>
+<TD class="confluenceTd"> ML, Search, Algorithms, Java <A href="http://www.kosmex.com/" class="external-link" rel="nofollow">http://www.kosmex.com</A> </TD>
+</TR>
+</TBODY></TABLE>
+</DIV>
+
+
+<H2><A name="ProfessionalSupport-Trainingandcourses"></A>Training and courses</H2>
+
+<DIV class="table-wrap">
+<TABLE class="confluenceTable"><TBODY>
+<TR>
+<TH class="confluenceTh"> Name </TH>
+<TH class="confluenceTh"> contact details </TH>
+<TH class="confluenceTh"> notes </TH>
+</TR>
+</TBODY></TABLE>
+</DIV>
+
+
+
+
+<H2><A name="ProfessionalSupport-Talksandpresentations"></A>Talks and presentations</H2>
+
+<DIV class="table-wrap">
+<TABLE class="confluenceTable"><TBODY>
+<TR>
+<TH class="confluenceTh"> Name </TH>
+<TH class="confluenceTh"> contact details </TH>
+<TH class="confluenceTh"> notes </TH>
+</TR>
+<TR>
+<TD class="confluenceTd"> Isabel Drost </TD>
+<TD class="confluenceTd"> Mail: isabel@apache.org </TD>
+<TD class="confluenceTd"> If travel and accommodation costs are covered scheduling a talk is a lot easier. </TD>
+</TR>
+<TR>
+<TD class="confluenceTd"> Grant Ingersoll <BR class="atl-forced-newline"> </TD>
+<TD class="confluenceTd"> gsingers@apache.org <BR class="atl-forced-newline"> </TD>
+<TD class="confluenceTd"> Ditto as Isabel. <BR class="atl-forced-newline"> </TD>
+</TR>
+<TR>
+<TD class="confluenceTd"> Frank Scholten </TD>
+<TD class="confluenceTd"> frank@jteam.nl </TD>
+<TD class="confluenceTd"> Mahout/Taste <A href="http://blog.jteam.nl/author/frank/" class="external-link" rel="nofollow">http://blog.jteam.nl/author/frank/</A> </TD>
+</TR>
+</TBODY></TABLE>
+</DIV>
+
+
+<P>If you are looking for local Apache people please also consider having a look at the <A href="http://community.zones.apache.org/" class="external-link" rel="nofollow">ASF Nearby Mentor Search </A>.</P>
+        </DIV>
+
+        
+      </DIV>
+    </DIV>
+    <DIV class="footer">
+      Generated by
+      <A href="http://www.atlassian.com/confluence/">Atlassian Confluence</A> (Version: 3.4.9 Build: 2042 Feb 14, 2011)
+      <A href="http://could.it/autoexport/">Auto Export Plugin</A> (Version: 1.0.0-dkulp)
+    </DIV>
+<SCRIPT type="text/javascript">
+
+  var _gaq = _gaq || [];
+  _gaq.push(['_setAccount', 'UA-17359171-1']);
+  _gaq.push(['_setDomainName', 'none']);
+  _gaq.push(['_setAllowLinker', true]);
+  _gaq.push(['_trackPageview']);
+
+  (function() {
+    var ga = document.createElement('script'); ga.type = 'text/javascript'; ga.async = true;
+    ga.src = ('https:' == document.location.protocol ? 'https://ssl' : 'http://www') + '.google-analytics.com/ga.js';
+    var s = document.getElementsByTagName('script')[0]; s.parentNode.insertBefore(ga, s);
+  })();
+
+</SCRIPT>
+  </BODY>
+</HTML>
\ No newline at end of file

Added: mahout/site/new_website/MAHOUT/quickstart.html
URL: http://svn.apache.org/viewvc/mahout/site/new_website/MAHOUT/quickstart.html?rev=1243022&view=auto
==============================================================================
--- mahout/site/new_website/MAHOUT/quickstart.html (added)
+++ mahout/site/new_website/MAHOUT/quickstart.html Sat Feb 11 10:22:15 2012
@@ -0,0 +1,370 @@
+
+<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN" "http://www.w3.org/TR/html4/loose.dtd">
+<HTML>
+  <HEAD>
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/space.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/master.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/wiki-content.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/abs.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/menu.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/menu-ie.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/tables.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/panels.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/master-ie.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/renderer-macros.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/content-types.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/login.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/information-macros.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/layout-macros.css">
+<LINK type="text/css" rel="stylesheet" href="https://cwiki.apache.org/confluence/display/MAHOUT/$stylebase/default-theme.css">
+    <LINK type="text/css" rel="stylesheet" href="resources/space.css">
+    <STYLE type="text/css">
+      .footer {
+        background-image:      url('https://cwiki.apache.org/confluence/images/border/border_bottom.gif');
+        background-repeat:     repeat-x;
+        background-position:   left top;
+        padding-top:           4px;
+        color:                 #666;
+      }
+    </STYLE>
+    <SCRIPT type="text/javascript" language="javascript">
+      var hide = null;
+      var show = null;
+      var children = null;
+
+      function init() {
+        /* Search form initialization */
+        var form = document.forms['search'];
+        if (form != null) {
+          form.elements['domains'].value = location.hostname;
+          form.elements['sitesearch'].value = location.hostname;
+        }
+
+        /* Children initialization */
+        hide = document.getElementById('hide');
+        show = document.getElementById('show');
+        children = document.all != null ?
+                   document.all['children'] :
+                   document.getElementById('children');
+        if (children != null) {
+          children.style.display = 'none';
+          show.style.display = 'inline';
+          hide.style.display = 'none';
+        }
+      }
+
+      function showChildren() {
+        children.style.display = 'block';
+        show.style.display = 'none';
+        hide.style.display = 'inline';
+      }
+
+      function hideChildren() {
+        children.style.display = 'none';
+        show.style.display = 'inline';
+        hide.style.display = 'none';
+      }
+    </SCRIPT>
+    <TITLE>Quickstart</TITLE>
+  <META http-equiv="Content-Type" content="text/html;charset=UTF-8"></HEAD>
+  <BODY onload="init()">
+    <TABLE border="0" cellpadding="2" cellspacing="0" width="100%">
+      <TR class="topBar">
+        <TD align="left" valign="middle" class="topBarDiv" align="left" nowrap="">
+          &nbsp;<A href="mahout-wiki.html" title="Apache Mahout">Apache Mahout</A>&nbsp;&gt;&nbsp;<A href="mahout-wiki.html" title="Mahout Wiki">Mahout Wiki</A>&nbsp;&gt;&nbsp;<A href="" title="Quickstart">Quickstart</A>
+        </TD>
+        <TD align="right" valign="middle" nowrap="">
+          <FORM name="search" action="http://www.google.com/search" method="get">
+            <INPUT type="hidden" name="ie" value="UTF-8">
+            <INPUT type="hidden" name="oe" value="UTF-8">
+            <INPUT type="hidden" name="domains" value="">
+            <INPUT type="hidden" name="sitesearch" value="">
+            <INPUT type="text" name="q" maxlength="255" value="">        
+            <INPUT type="submit" name="btnG" value="Google Search">
+          </FORM>
+        </TD>
+      </TR> 
+    </TABLE>
+
+    <DIV id="PageContent">
+      <DIV class="pageheader" style="padding: 6px 0px 0px 0px;">
+        <!-- We'll enable this once we figure out how to access (and save) the logo resource -->
+        <!--img src="/wiki/images/confluence_logo.gif" style="float: left; margin: 4px 4px 4px 10px;" border="0"-->
+        <DIV style="margin: 0px 10px 0px 10px" class="smalltext">Apache Mahout</DIV>
+        <DIV style="margin: 0px 10px 8px 10px" class="pagetitle">Quickstart</DIV>
+
+        <DIV class="greynavbar" align="right" style="padding: 2px 10px; margin: 0px;">
+          <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=93204">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/notep_16.gif" height="16" width="16" border="0" align="absmiddle" title="Edit Page"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=93204">Edit Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/browse_space.gif" height="16" width="16" border="0" align="absmiddle" title="Browse Space"></A>
+            <A href="https://cwiki.apache.org/confluence/pages/listpages.action?key=MAHOUT">Browse Space</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=93204">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_page_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add Page"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=93204">Add Page</A>
+          &nbsp;
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=93204">
+            <IMG src="https://cwiki.apache.org/confluence/images/icons/add_blogentry_16.gif" height="16" width="16" border="0" align="absmiddle" title="Add News"></A>
+          <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=93204">Add News</A>
+        </DIV>
+      </DIV>
+
+      <DIV class="pagecontent">
+        <DIV class="wiki-content">
+          <H1><A name="Quickstart-DownloadandInstallation"></A>Download and Installation</H1>
+
+<UL>
+	<LI><A href="buildingmahout.html" title="BuildingMahout">Download and installation</A></LI>
+</UL>
+
+
+<H1><A name="Quickstart-RunningtheExamples"></A>Running the Examples</H1>
+
+<P>Mahout runs on <A href="http://hadoop.apache.org/" class="external-link" rel="nofollow">Apache Hadoop </A>. So, to run these examples, install the latest compatible<STYLE type="text/css">
+.FootnoteMarker, .FootnoteNum a {
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+  text-align: right;
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+.footnote-th1 {
+  text-align: right;
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+.Footnote {
+  padding-left: 7px;
+  margin-bottom: 4px;
+  border: 1px none #DDDDDD;
+  writingMode: tb-rl;
+}
+.accessibility {
+     display: none;
+     visibility: hidden;
+}
+@media aural,braille,embossed {
+        .FootnoteMarker, .FootnoteNum a {
+         border: 1px solid #000000;
+         background: #ffffff none;
+    }
+    .accessibility {
+         display: run-in;
+         visibility: visible;
+    }
+}
+</STYLE>
+<SCRIPT type="text/javascript" language="JavaScript">
+//<!--\n
+var effectInProgress = {};
+var despamEffect = function (id,effectType,duration) {
+  if ((effectInProgress[id]) || (typeof(Effect)=="undefined") || (typeof(Effect[effectType])=="undefined")) return;
+  new Effect[effectType](id);
+  effectInProgress[id]=true;
+  setTimeout('effectInProgress[\"'+id+'\"]=false;',duration*1000);
+};
+var oldFootnoteId = '';
+var footnoteHighlight = function(id,pulsateNum) {
+  if (oldFootnoteId!='') document.getElementById('Footnote'+oldFootnoteId).style['borderStyle'] = 'none';
+  oldFootnoteId = id;
+  document.getElementById('Footnote'+id).style['borderStyle'] = 'solid';
+  despamEffect('Footnote'+id,'Highlight',1)
+  if (pulsateNum) despamEffect('FootnoteNum'+id,'Pulsate',3)
+}
+var footnoteMarkerHighlight = function(id) {
+  if (oldFootnoteId!='') document.getElementById('Footnote'+oldFootnoteId).style['borderStyle'] = 'none';
+  oldFootnoteId = '';
+  despamEffect('FootnoteMarker'+id,'Pulsate',3)
+}
+//-->
+</SCRIPT>
+
+<SUP id="FootnoteMarker1">
+    <A name="FootnoteMarker1" href="#Footnote1" onclick="footnoteHighlight(&quot;1&quot;,true);" alt="Footnote: Click here to display the footnote" title="Footnote: Click here to display the footnote" class="FootnoteMarker">
+            1
+    </A>
+</SUP>
+
+<SUP id="FootnoteMarker2">
+    <A name="FootnoteMarker2" href="#Footnote2" onclick="footnoteHighlight(&quot;2&quot;,true);" alt="Footnote: Click here to display the footnote" title="Footnote: Click here to display the footnote" class="FootnoteMarker">
+            2
+    </A>
+</SUP>
+ <A href="http://hadoop.apache.org/common/" class="external-link" rel="nofollow">Hadoop Common release </A>. </P>
+
+<P><TABLE class="Footnotes" style="width: 100%; border:none;" cellspacing="0" cellpadding="0" summary="This table contains one or more notes for references made elsewhere on the page.">
+  <CAPTION class="accessibility">Footnotes</CAPTION>
+  <THEAD class="accessibility">
+    <TR class="accessibility">
+      <TH class="accessibility" id="footnote-th1">Reference</TH>
+      <TH class="accessibility" id="footnote-th2">Notes</TH>
+    </TR>
+  </THEAD>
+  <TBODY>
+    <TR name="Footnote1">
+      <TD valign="top" class="FootnoteNum" headings="footnote-th1">
+        <A href="#FootnoteMarker1" onclick="footnoteMarkerHighlight(&quot;1&quot;);" onmouseover="footnoteHighlight(&quot;1&quot;,false);" alt="Footnote: Click to return to reference in text" title="Footnote: Click to return to reference in text" id="FootnoteNum1">
+            1
+        </A>
+      </TD>
+      <TD id="Footnote1" valign="top" width="100%" class="Footnote" headings="footnote-th2">
+          When using a release, see the release notes
+      </TD>
+    </TR>
+    <TR name="Footnote2">
+      <TD valign="top" class="FootnoteNum" headings="footnote-th1">
+        <A href="#FootnoteMarker2" onclick="footnoteMarkerHighlight(&quot;2&quot;);" onmouseover="footnoteHighlight(&quot;2&quot;,false);" alt="Footnote: Click to return to reference in text" title="Footnote: Click to return to reference in text" id="FootnoteNum2">
+            2
+        </A>
+      </TD>
+      <TD id="Footnote2" valign="top" width="100%" class="Footnote" headings="footnote-th2">
+          When using trunk, see <EM>parent/pom.xml</EM>
+      </TD>
+    </TR>
+  </TBODY>
+</TABLE></P>
+
+<H2><A name="Quickstart-Clustering"></A>Clustering</H2>
+
+<UL>
+	<LI><A href="clustering-of-synthetic-control-data.html" title="Clustering of synthetic control data">Clustering of synthetic control data</A></LI>
+	<LI><A href="visualizing-sample-clusters.html" title="Visualizing Sample Clusters">Visualizing Sample Clusters</A></LI>
+	<LI><A href="clustering-seinfeld-episodes.html" title="Clustering Seinfeld Episodes">Clustering Seinfeld Episodes</A></LI>
+</UL>
+
+
+
+<H2><A name="Quickstart-Classification"></A>Classification</H2>
+
+<UL>
+	<LI><A href="twenty-newsgroups.html" title="Twenty Newsgroups">Twenty Newsgroups</A></LI>
+	<LI><A href="wikipedia-bayes-example.html" title="Wikipedia Bayes Example">Wikipedia Bayes Example</A></LI>
+</UL>
+
+
+<H2><A name="Quickstart-GeneticProgramming"></A>Genetic Programming</H2>
+
+<UL>
+	<LI><A href="mahoutgatutorial.html" title="Mahout.GA.Tutorial">Watchmaker</A></LI>
+</UL>
+
+
+<H2><A name="Quickstart-DecisionForest"></A>Decision Forest</H2>
+
+<UL>
+	<LI><A href="breiman-example.html" title="Breiman Example">Breiman Example</A></LI>
+	<LI><A href="partial-implementation.html" title="Partial Implementation">Partial Implementation</A></LI>
+</UL>
+
+
+<H2><A name="Quickstart-Recommendationmining"></A>Recommendation mining</H2>
+
+<P>This package comes with four examples based on netflix data, bookcrossing, grouplens and jester data.</P>
+
+<UL>
+	<LI><A href="recommendationexamples.html" title="RecommendationExamples">RecommendationExamples</A></LI>
+</UL>
+
+
+<H1><A name="Quickstart-WheretoGoNext"></A>Where to Go Next</H1>
+
+<UL>
+	<LI>If you are working with text, read more on <A href="creating-vectors-from-text.html" title="Creating Vectors from Text">Creating Vectors from Text</A></LI>
+	<LI>To learn more on grouping items by similarity and identifying clusters read more on <A href="clusteringyourdata.html" title="ClusteringYourData">Clustering your data</A></LI>
+	<LI>If you want to classify incoming items into predefinied categories read more on <A href="classifyingyourdata.html" title="ClassifyingYourData">Classifying your data </A></LI>
+	<LI>To know how to Mine frequent patterns from your data read more on <A href="parallel-frequent-pattern-mining.html" title="Parallel Frequent Pattern Mining">Parallel Frequent Pattern Mining</A></LI>
+	<LI>To read more on building recommendation engines have a look at the <A href="http://lucene.apache.org/mahout/taste.html" class="external-link" rel="nofollow">Taste documentation </A> and <A href="tastecommandline.html" title="TasteCommandLine">Taste hadoop commandline</A></LI>
+</UL>
+
+
+<P>Go back to the <A href="http://cwiki.apache.org/MAHOUT" class="external-link" rel="nofollow">Main Wiki Page</A> for more information. </P>
+
+        </DIV>
+
+                  <DIV class="tabletitle">
+            Children
+            <SPAN class="smalltext" id="show" style="display: inline;">
+              <A href="javascript:showChildren()">Show Children</A></SPAN>
+            <SPAN class="smalltext" id="hide" style="display: none;">
+              <A href="javascript:hideChildren()">Hide Children</A></SPAN>
+          </DIV>
+          <DIV class="greybox" id="children" style="display: none;">
+                                      <A href="mahoutgatutorial.html" title="Mahout.GA.Tutorial">Mahout.GA.Tutorial</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="buildingmahout.html" title="BuildingMahout">BuildingMahout</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="twenty-newsgroups.html" title="Twenty Newsgroups">Twenty Newsgroups</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="class-discovery.html" title="Class Discovery">Class Discovery</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="traveling-salesman.html" title="Traveling Salesman">Traveling Salesman</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="clustering-of-synthetic-control-data.html" title="Clustering of synthetic control data">Clustering of synthetic control data</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="clusteringyourdata.html" title="ClusteringYourData">ClusteringYourData</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="breiman-example.html" title="Breiman Example">Breiman Example</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="classifyingyourdata.html" title="ClassifyingYourData">ClassifyingYourData</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="tastecommandline.html" title="TasteCommandLine">TasteCommandLine</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="recommendationexamples.html" title="RecommendationExamples">RecommendationExamples</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="viewing-results.html" title="Viewing Results">Viewing Results</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="partial-implementation.html" title="Partial Implementation">Partial Implementation</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                          <A href="clustering-seinfeld-episodes.html" title="Clustering Seinfeld Episodes">Clustering Seinfeld Episodes</A>
+              <SPAN class="smalltext">(Apache Mahout)</SPAN>
+              <BR>
+                      </DIV>
+        
+      </DIV>
+    </DIV>
+    <DIV class="footer">
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