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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 [11/38] - 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...
Added: mahout/site/new_website/MAHOUT/hidden-markov-models.html
URL: http://svn.apache.org/viewvc/mahout/site/new_website/MAHOUT/hidden-markov-models.html?rev=1243022&view=auto
==============================================================================
--- mahout/site/new_website/MAHOUT/hidden-markov-models.html (added)
+++ mahout/site/new_website/MAHOUT/hidden-markov-models.html Sat Feb 11 10:22:15 2012
@@ -0,0 +1,152 @@
+
+<!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">
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+ padding-top: 4px;
+ color: #666;
+ }
+ </STYLE>
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+ 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>Hidden Markov Models</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="">
+ <A href="mahout-wiki.html" title="Apache Mahout">Apache Mahout</A> > <A href="mahout-wiki.html" title="Mahout Wiki">Mahout Wiki</A> > <A href="algorithms.html" title="Algorithms">Algorithms</A> > <A href="" title="Hidden Markov Models">Hidden Markov Models</A>
+ </TD>
+ <TD align="right" valign="middle" nowrap="">
+ <FORM name="search" action="http://www.google.com/search" method="get">
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+ <!-- 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">Hidden Markov Models</DIV>
+
+ <DIV class="greynavbar" align="right" style="padding: 2px 10px; margin: 0px;">
+ <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=22315233">
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+ #editReport()
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+ <DIV class="pagecontent">
+ <DIV class="wiki-content">
+ <H3><A name="HiddenMarkovModels-IntroductionandUsage"></A>Introduction and Usage</H3>
+
+<P>Hidden Markov Models are used in multiple areas of Machine Learning, such as speech recognition, handwritten letter recognition or natural language processing. </P>
+
+<H3><A name="HiddenMarkovModels-FormalDefinition"></A>Formal Definition</H3>
+
+<P>A Hidden Markov Model (HMM) is a statistical model of a process consisting of two (in our case discrete) random variables O and Y, which change their state sequentially. The variable Y with states {y_1, ... , y_n} is called the "hidden variable", since its state is not directly observable. The state of Y changes sequentially with a so called - in our case first-order - Markov Property. This means, that the state change probability of Y only depends on its current state and does not change in time. Formally we write: P(Y(t+1)=y_i|Y(0)...Y(t)) = P(Y(t+1)=y_i|Y(t)) = P(Y(2)=y_i|Y(1)). The variable O with states {o_1, ... , o_m} is called the "observable variable", since its state can be directly observed. O does not have a Markov Property, but its state probability depends statically on the current state of Y.</P>
+
+<P>Formally, an HMM is defined as a tuple M=(n,m,P,A,B), where n is the number of hidden states, m is the number of observable states, P is an n-dimensional vector containing initial hidden state probabilities, A is the nxn-dimensional "transition matrix" containing the transition probabilities such that A[i,j]=P(Y(t)=y_i|Y(t-1)=y_j) and B is the mxn-dimensional "emission matrix" containing the observation probabilities such that B[i,j]= P(O=o_i|Y=y_j).</P>
+
+<H3><A name="HiddenMarkovModels-Problems"></A>Problems</H3>
+
+<P>Rabiner [1] defined three main problems for HMM models:</P>
+
+<P> 1. Evaluation: Given a sequence O of observations and a model M, what is the probability P(O|M) that sequence O was generated by model M. The Evaluation problem can be efficiently solved using the Forward algorithm<BR>
+ 2. Decoding: Given a sequence O of observations and a model M, what is the most likely sequence Y*=argmax(Y) P(O|M,Y) of hidden variables to generate this sequence. The Decoding problem can be efficiently solved using the Viterbi algorithm.<BR>
+ 3. Learning: Given a sequence O of observations, what is the most likely model M*=argmax(M)P(O|M) to generate this sequence. The Learning problem can be efficiently solved using the Baum-Welch algorithm.</P>
+
+<H3><A name="HiddenMarkovModels-Resources"></A>Resources</H3>
+
+<P>[1] Lawrence R. Rabiner (February 1989). "A tutorial on Hidden Markov Models and selected applications in speech recognition". Proceedings of the IEEE 77 (2): 257-286. doi:10.1109/5.18626.</P>
+ </DIV>
+
+
+ </DIV>
+ </DIV>
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Added: mahout/site/new_website/MAHOUT/hierarchical-clustering.html
URL: http://svn.apache.org/viewvc/mahout/site/new_website/MAHOUT/hierarchical-clustering.html?rev=1243022&view=auto
==============================================================================
--- mahout/site/new_website/MAHOUT/hierarchical-clustering.html (added)
+++ mahout/site/new_website/MAHOUT/hierarchical-clustering.html Sat Feb 11 10:22:15 2012
@@ -0,0 +1,132 @@
+
+<!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">
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+ }
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+ <SCRIPT type="text/javascript" language="javascript">
+ var hide = null;
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+ var children = null;
+
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+ /* 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';
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+ <TITLE>Hierarchical Clustering</TITLE>
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+ <!-- We'll enable this once we figure out how to access (and save) the logo resource -->
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Added: mahout/site/new_website/MAHOUT/home.html
URL: http://svn.apache.org/viewvc/mahout/site/new_website/MAHOUT/home.html?rev=1243022&view=auto
==============================================================================
--- mahout/site/new_website/MAHOUT/home.html (added)
+++ mahout/site/new_website/MAHOUT/home.html Sat Feb 11 10:22:15 2012
@@ -0,0 +1,351 @@
+
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+ hide.style.display = 'inline';
+ }
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+ <DIV id="PageContent">
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+ <P>Apache Mahout is a new Apache TLP project to create scalable, machine learning algorithms under the Apache license. It is related to other Apache Lucene projects and integrates well with Solr.</P>
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+<STYLE type="text/css">/*<![CDATA[*/
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+<P><A href="http://mloss.org/software/" class="external-link" rel="nofollow">Machine Learning Open Source Software</A> – other projects implementing Open Source Machine Learning libraries.</P>
+
+<P><A href="todo.html" title="TODO">TODO</A></P>
+
+<H2><A name="Home-Community"></A>Community</H2>
+
+<P><A href="whoweare.html" title="WhoWeAre">Who we are</A> – who are the developers behind Apache Mahout?</P>
+
+<P><A href="books-tutorials-talks.html" title="Books Tutorials & Talks">Books, Tutorials, Talks, Articles, News, etc. on Mahout</A></P>
+
+<P><A href="issuetracker.html" title="IssueTracker">IssueTracker</A> – see what features people are working on, submit patches and file bugs.</P>
+
+<P><A href="https://svn.apache.org/repos/asf/mahout/" class="external-link" rel="nofollow">Source Code (SVN)</A> – <A href="http://fisheye6.atlassian.com/browse/mahout" class="external-link" rel="nofollow">Fisheye</A> – download the Mahout source code from svn.</P>
+
+<P><A href="mailinglistarchives.html" title="MailingListArchives">Mailing lists</A> – links to our mailing lists and archived design and algorithm discussions, maybe your questions was answered there already?</P>
+
+<P><A href="versioncontrol.html" title="VersionControl">VersionControl</A> – where we track our code.</P>
+
+<P><A href="poweredby.html" title="PoweredBy">PoweredBy</A> – who is using Mahout in production?</P>
+
+<P><A href="gsoc.html" title="GSOC">Mahout and Google Summer of Code</A> – All you need to know about Mahout and GSoC.</P>
+
+<P><A href="machine-learning-resources.html" title="Machine Learning Resources">Machine Learning Resources</A> – books, tutorials, talks, papers on machine learning problems.</P>
+
+<P><A href="glossary.html" title="Glossary">Glossary of commonly used terms</A></P>
+
+<H2><A name="Home-Installation%2FSetup"></A>Installation/Setup</H2>
+
+<P><A href="systemrequirements.html" title="SystemRequirements">System Requirements</A> – what do you need to run Mahout?</P>
+
+<P><A href="quickstart.html" title="QuickStart">QuickStart</A> – get started with Mahout, run the examples and get pointers to further resources.</P>
+
+<P><A href="releases.html" title="Releases">Releases</A> – a list of Mahout releases.</P>
+
+<P><A href="buildingmahout.html" title="BuildingMahout">Download and installation</A> – build Mahout from the sources.</P>
+
+<P><A href="mahoutec2.html" title="MahoutEC2">Mahout on Amazon's EC2 Service</A> – run Mahout on Amazon's EC2.</P>
+
+<P><A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&title=MahoutIntegration&linkCreation=true&fromPageId=74539" class="createlink">Integrating Mahout into an Application</A> – integrate Mahout's capabilities in your application.</P>
+
+
+<H2><A name="Home-ImplementationBackground"></A>Implementation Background</H2>
+
+<H3><A name="Home-RequirementsandDesign"></A>Requirements and Design</H3>
+
+<P><A href="matrix-and-vector-needs.html" title="Matrix and Vector Needs">Matrix and Vector Needs</A> – requirements for Mahout vectors.</P>
+
+<P><A href="collectionde-serialization.html" title="Collection(De-)Serialization">Collection(De-)Serialization</A></P>
+
+<H3><A name="Home-CollectionsandAlgorithms"></A>Collections and Algorithms</H3>
+
+<P>Learn more about <A href="mahout-collections.html" title="mahout-collections">mahout-collections</A>, containers for efficient storage of primitive-type data and open hash tables.</P>
+
+<P>Learn more about the <A href="algorithms.html" title="Algorithms">Algorithms</A> discussed and employed by Mahout.</P>
+
+<P>Learn more about the <A href="recommenderimplementation.html" title="RecommenderImplementation">Mahout recommender implementation</A>.</P>
+
+<H3><A name="Home-Utilities"></A>Utilities</H3>
+
+<P>This section describes tools that might be useful for working with Mahout.</P>
+
+<P><A href="creating-vectors.html" title="Creating Vectors">Creating Vectors</A> – Mahout's algorithms operate on vectors. Learn more on how to generate these from raw data.<BR>
+<A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&title=Viewing%20Result&linkCreation=true&fromPageId=74539" class="createlink">Viewing Result</A> – How to visualize the result of your trained algorithms.</P>
+
+<H3><A name="Home-Data"></A>Data</H3>
+
+<P><A href="collections.html" title="Collections">Collections</A> – To try out and test Mahout's algorithms you need training data. We are always looking for new training data collections.</P>
+
+<H3><A name="Home-Benchmarks"></A>Benchmarks</H3>
+
+<P><A href="mahoutbenchmarks.html" title="MahoutBenchmarks">MahoutBenchmarks</A></P>
+
+<H2><A name="Home-Committer%27sResources"></A>Committer's Resources</H2>
+
+<H3><A name="Home-ProjectResources"></A>Project Resources</H3>
+
+<UL>
+ <LI><A href="thirdpartydependencies.html" title="ThirdPartyDependencies">Dealing with Third Party Dependencies not in Maven</A></LI>
+ <LI><A href="howtoupdatethewebsite.html" title="HowToUpdateTheWebsite">HowToUpdateTheWebsite</A></LI>
+ <LI><A href="patchchecklist.html" title="PatchCheckList">PatchCheckList</A></LI>
+ <LI><A href="http://cwiki.apache.org/confluence/display/MAHOUT/How%20to%20release" class="external-link" rel="nofollow">How To Release</A></LI>
+</UL>
+
+
+<H3><A name="Home-AdditionalResources"></A>Additional Resources</H3>
+
+<UL>
+ <LI><A href="http://monitoring.apache.org/status/" class="external-link" rel="nofollow">Apache Machine Status</A> - Check to see if SVN, other resources are available.</LI>
+ <LI><A href="http://www.apache.org/dev/committers.html" class="external-link" rel="nofollow">Committer's FAQ</A></LI>
+ <LI><A href="http://www.apache.org/dev/" class="external-link" rel="nofollow">Apache Dev</A></LI>
+</UL>
+
+
+
+<H2><A name="Home-HowToEditThisWiki"></A>How To Edit This Wiki</H2>
+
+<P>How to edit this Wiki</P>
+
+<P>This Wiki is a collaborative site, anyone can contribute and share:</P>
+
+<UL>
+ <LI>Create an account by clicking the "Login" link at the top of any page, and picking a username and password.</LI>
+ <LI>Edit any page by pressing Edit at the top of the page</LI>
+</UL>
+
+
+<P>There are some conventions used on the Mahout wiki:</P>
+
+<UL>
+ <LI><DIV class="preformatted panel" style="border-width: 1px;"><DIV class="preformattedContent panelContent">
+<PRE>+*TODO:*+</PRE>
+</DIV></DIV>
+<P> (<INS><B>TODO:</B></INS> ) is used to denote sections that definitely need to be cleaned up.</P></LI>
+ <LI><DIV class="preformatted panel" style="border-width: 1px;"><DIV class="preformattedContent panelContent">
+<PRE>+*Mahout_(version)*+</PRE>
+</DIV></DIV>
+<P> (<INS><B>Mahout_0.2</B></INS>) is used to draw attention to which version of Mahout a feature was (or will be) added to Mahout.</P></LI>
+</UL>
+
+
+ </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="faq.html" title="FAQ">FAQ</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="mailinglistarchives.html" title="MailingListArchives">MailingListArchives</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="collections.html" title="Collections">Collections</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="poweredby.html" title="PoweredBy">PoweredBy</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="issuetracker.html" title="IssueTracker">IssueTracker</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="books-tutorials-talks.html" title="Books Tutorials & Talks">Books Tutorials & Talks</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="what-when-where-why-but-not-how-or-who.html" title="What, When, Where, Why (but not How or Who)">What, When, Where, Why (but not How or Who)</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="quickstart.html" title="QuickStart">QuickStart</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="mahoutec2.html" title="MahoutEC2">MahoutEC2</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="reference-reading.html" title="Reference Reading">Reference Reading</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="algorithms.html" title="Algorithms">Algorithms</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="creating-vectors.html" title="Creating Vectors">Creating Vectors</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="glossary.html" title="Glossary">Glossary</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="gsoc.html" title="GSOC">GSOC</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="mahoutbenchmarks.html" title="MahoutBenchmarks">MahoutBenchmarks</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="whoweare.html" title="WhoWeAre">WhoWeAre</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="overview.html" title="Overview">Overview</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="systemrequirements.html" title="SystemRequirements">SystemRequirements</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="releases.html" title="Releases">Releases</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="developerresources.html" title="DeveloperResources">DeveloperResources</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ <A href="versioncontrol.html" title="VersionControl">VersionControl</A>
+ <SPAN class="smalltext">(Apache Mahout)</SPAN>
+ <BR>
+ </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>
+ </BODY>
+</HTML>
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==============================================================================
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+ <TITLE>How To Become A Committer</TITLE>
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+ <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="">
+ <A href="mahout-wiki.html" title="Apache Mahout">Apache Mahout</A> > <A href="mahout-wiki.html" title="Mahout Wiki">Mahout Wiki</A> > <A href="developer-resources.html" title="Developer Resources">Developer Resources</A> > <A href="" title="How To Become A Committer">How To Become A Committer</A>
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+ <TD align="right" valign="middle" nowrap="">
+ <FORM name="search" action="http://www.google.com/search" method="get">
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+ <INPUT type="text" name="q" maxlength="255" value="">
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+ </TD>
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+ </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">How To Become A Committer</DIV>
+
+ <DIV class="greynavbar" align="right" style="padding: 2px 10px; margin: 0px;">
+ <A href="https://cwiki.apache.org/confluence/pages/editpage.action?pageId=82554">
+ <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=82554">Edit Page</A>
+
+ <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>
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+ <A href="https://cwiki.apache.org/confluence/pages/createpage.action?spaceKey=MAHOUT&fromPageId=82554">
+ <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=82554">Add Page</A>
+
+ <A href="https://cwiki.apache.org/confluence/pages/createblogpost.action?spaceKey=MAHOUT&fromPageId=82554">
+ <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=82554">Add News</A>
+ </DIV>
+ </DIV>
+
+ <DIV class="pagecontent">
+ <DIV class="wiki-content">
+ <P>While there's no exact criteria for becoming a committer, there is a fairly obvious path to becoming a committer.</P>
+
+<P>For starters, one should be familiar with the <A href="http://www.apache.org/foundation/how-it-works.html" class="external-link" rel="nofollow">Apache Way </A>, especially the part about meritocracy.</P>
+
+<P>Second, participate in the mailing lists, help answer questions when you can and do so in a respectful manner. This is often more important than writing amazing code.</P>
+
+<P>Third, write code, add patches, stick with them and be patient. Add unit tests and documentation. In general, tackling 3 or 4 decent patches is where the bar is at, but it depends on the state of the project. In the earlier stages of the project, the bar is a bit lower, so it pays to join early!</P>
+
+<P>Finally, it is then up to someone to nominate them to the PMC. Typically, one of the existing committers does this by sending an email to the private PMC mailing list (private@m.a.o, where l.a.o is mahout.apache.org) and then the PMC votes on it. Nominations often occur internal to the PMC as well.</P>
+ </DIV>
+
+
+ </DIV>
+ </DIV>
+ <DIV class="footer">
+ Generated by
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+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_closing_brace_in_array_initializer" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.compiler.codegen.targetPlatform" value="1.7"/>
+<setting id="org.eclipse.jdt.core.formatter.alignment_for_resources_in_try" value="80"/>
+<setting id="org.eclipse.jdt.core.formatter.use_tabs_only_for_leading_indentations" value="true"/>
+<setting id="org.eclipse.jdt.core.formatter.alignment_for_arguments_in_annotation" value="0"/>
+<setting id="org.eclipse.jdt.core.formatter.comment.format_header" value="false"/>
+<setting id="org.eclipse.jdt.core.formatter.comment.format_block_comments" value="true"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_closing_paren_in_enum_constant" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.alignment_for_enum_constants" value="0"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_new_line_in_empty_block" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.indent_body_declarations_compare_to_annotation_declaration_header" value="true"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_closing_paren_in_parenthesized_expression" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_opening_paren_in_parenthesized_expression" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_closing_paren_in_catch" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_comma_in_multiple_local_declarations" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_opening_paren_in_switch" value="insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_comma_in_for_increments" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_after_opening_paren_in_method_invocation" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_colon_in_assert" value="insert"/>
+<setting id="org.eclipse.jdt.core.formatter.brace_position_for_type_declaration" value="end_of_line"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_opening_brace_in_array_initializer" value="insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_between_empty_braces_in_array_initializer" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_after_opening_paren_in_method_declaration" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_semicolon_in_for" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_opening_paren_in_catch" value="insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_opening_angle_bracket_in_parameterized_type_reference" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_after_comma_in_multiple_field_declarations" value="insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_closing_paren_in_annotation" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_after_comma_in_parameterized_type_reference" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_after_comma_in_method_invocation_arguments" value="insert"/>
+<setting id="org.eclipse.jdt.core.formatter.comment.new_lines_at_javadoc_boundaries" value="true"/>
+<setting id="org.eclipse.jdt.core.formatter.blank_lines_after_imports" value="1"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_after_comma_in_multiple_local_declarations" value="insert"/>
+<setting id="org.eclipse.jdt.core.formatter.indent_body_declarations_compare_to_enum_constant_header" value="true"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_after_semicolon_in_for" value="insert"/>
+<setting id="org.eclipse.jdt.core.formatter.never_indent_line_comments_on_first_column" value="false"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_semicolon_in_try_resources" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.insert_space_before_opening_angle_bracket_in_type_arguments" value="do not insert"/>
+<setting id="org.eclipse.jdt.core.formatter.never_indent_block_comments_on_first_column" value="false"/>
+<setting id="org.eclipse.jdt.core.formatter.keep_then_statement_on_same_line" value="true"/>
+</profile>
+</profiles>