You are viewing a plain text version of this content. The canonical link for it is here.
Posted to commits@mahout.apache.org by bu...@apache.org on 2015/03/20 04:46:12 UTC
svn commit: r944406 [6/17] - in /websites/staging/mahout/trunk/content: ./
developers/ general/ users/algorithms/ users/basics/ users/classification/
users/clustering/ users/dim-reduction/ users/mapreduce/classification/
users/mapreduce/clustering/ use...
Modified: websites/staging/mahout/trunk/content/users/basics/quickstart.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/quickstart.html (original)
+++ websites/staging/mahout/trunk/content/users/basics/quickstart.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
<li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
<ul class="dropdown-menu">
<li><a href="/users/sparkbindings/home.html">Scala & Spark Bindings Overview</a></li>
- <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
- <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
- <li class="divider"></li>
+ <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
+ <li class="divider"></li>
<li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="nav-header">Matrix Decomposition</li>
+ <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+ <li class="nav-header">Classification</li>
+ <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+ </ul>
+ </li>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
<ul class="dropdown-menu">
+ <li class="nav-header">Classification</li>
<li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
<li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
<li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
<li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
+ <li class="nav-header">Classification Examples</li>
<li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
<li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
- <ul class="dropdown-menu">
- <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
- <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
- <li class="divider"></li>
- <li class="nav-header">Commandline usage</li>
- <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
- <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
- <li class="divider"></li>
- <li class="nav-header">Post processing</li>
- <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
- <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+ <li class="nav-header">Clustering</li>
+ <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+ <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+ <li class="nav-header">Clustering Commandline usage</li>
+ <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+ <li class="nav-header">Clustering Examples</li>
+ <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+ <li class="nav-header">Cluster Post processing</li>
+ <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+ <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+ <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+ <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+ </ul>
+ </li>
+ <!-- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
<ul class="dropdown-menu">
- <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
- <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
- <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
- <li class="divider"></li>
- <li class="nav-header">Hadoop</li>
- <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
- <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
- <li class="nav-header">Spark</li>
- <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
- </ul>
+
+ </ul> -->
</li>
</ul>
</div><!--/.nav-collapse -->
@@ -255,7 +257,7 @@
If you would like to import the latest release of mahout into a java project, add the following dependency in your <em>pom.xml</em>:</p>
<div class="codehilite"><pre><span class="nt"><dependency></span>
<span class="nt"><groupId></span>org.apache.mahout<span class="nt"></groupId></span>
- <span class="nt"><artifactId></span>mahout-core<span class="nt"></artifactId></span>
+ <span class="nt"><artifactId></span>mahout-mrlegacy<span class="nt"></artifactId></span>
<span class="nt"><version></span>0.9<span class="nt"></version></span>
<span class="nt"></dependency></span>
</pre></div>
@@ -264,14 +266,14 @@ If you would like to import the latest r
<h2 id="using-mahout">Using Mahout</h2>
<p>Mahout has prepared a bunch of examples and tutorials for users to quickly learn how to use its machine learning algorithms.</p>
<h4 id="recommendations">Recommendations</h4>
-<p>Check the <a href="/users/recommender/quickstart.html">Recommender Quickstart</a> or the tutorial on <a href="/users/recommender/userbased-5-minutes.html">creating a userbased recommender in 5 minutes</a>.</p>
+<p>Check the <a href="/users/mapreduce/recommender/quickstart.html">Recommender Quickstart</a> or the tutorial on <a href="/users/recommender/userbased-5-minutes.html">creating a userbased recommender in 5 minutes</a>.</p>
<p>If you are building a recommender system for the first time, please also refer to a list of <a href="/users/recommender/recommender-first-timer-faq.html">Dos and Don'ts</a> that might be helpful.</p>
<h4 id="clustering">Clustering</h4>
-<p>Check the <a href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a> example.</p>
+<p>Check the <a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a> example.</p>
<h4 id="classification">Classification</h4>
-<p>If you are interested in how to train a <strong>Naive Bayes</strong> model, look at the <a href="/users/classification/twenty-newsgroups.html">20 newsgroups</a> example.</p>
-<p>If you plan to build a <strong>Hidden Markov Model</strong> for speech recognition, the example <a href="/users/classification/hidden-markov-models.html">here</a> might be instructive. </p>
-<p>Or you could build a <strong>Random Forest</strong> model by following this <a href="/users/classification/partial-implementation.html">quick start page</a>.</p>
+<p>If you are interested in how to train a <strong>Naive Bayes</strong> model, look at the <a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups</a> example.</p>
+<p>If you plan to build a <strong>Hidden Markov Model</strong> for speech recognition, the example <a href="/users/mapreduce/classification/hidden-markov-models.html">here</a> might be instructive. </p>
+<p>Or you could build a <strong>Random Forest</strong> model by following this <a href="/users/mapreduce/classification/partial-implementation.html">quick start page</a>.</p>
<h4 id="working-with-text">Working with Text</h4>
<p>If you need to convert raw text into word vectors as input to clustering or classification algorithms, please refer to this page on <a href="/users/basics/creating-vectors-from-text.html">how to create vectors from text</a>.</p>
</div>
Modified: websites/staging/mahout/trunk/content/users/basics/svd---singular-value-decomposition.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/svd---singular-value-decomposition.html (original)
+++ websites/staging/mahout/trunk/content/users/basics/svd---singular-value-decomposition.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
<li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
<ul class="dropdown-menu">
<li><a href="/users/sparkbindings/home.html">Scala & Spark Bindings Overview</a></li>
- <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
- <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
- <li class="divider"></li>
+ <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
+ <li class="divider"></li>
<li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="nav-header">Matrix Decomposition</li>
+ <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+ <li class="nav-header">Classification</li>
+ <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+ </ul>
+ </li>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
<ul class="dropdown-menu">
+ <li class="nav-header">Classification</li>
<li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
<li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
<li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
<li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
+ <li class="nav-header">Classification Examples</li>
<li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
<li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
- <ul class="dropdown-menu">
- <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
- <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
- <li class="divider"></li>
- <li class="nav-header">Commandline usage</li>
- <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
- <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
- <li class="divider"></li>
- <li class="nav-header">Post processing</li>
- <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
- <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+ <li class="nav-header">Clustering</li>
+ <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+ <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+ <li class="nav-header">Clustering Commandline usage</li>
+ <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+ <li class="nav-header">Clustering Examples</li>
+ <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+ <li class="nav-header">Cluster Post processing</li>
+ <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+ <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+ <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+ <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+ </ul>
+ </li>
+ <!-- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
<ul class="dropdown-menu">
- <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
- <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
- <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
- <li class="divider"></li>
- <li class="nav-header">Hadoop</li>
- <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
- <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
- <li class="nav-header">Spark</li>
- <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
- </ul>
+
+ </ul> -->
</li>
</ul>
</div><!--/.nav-collapse -->
Modified: websites/staging/mahout/trunk/content/users/basics/system-requirements.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/system-requirements.html (original)
+++ websites/staging/mahout/trunk/content/users/basics/system-requirements.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
<li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
<ul class="dropdown-menu">
<li><a href="/users/sparkbindings/home.html">Scala & Spark Bindings Overview</a></li>
- <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
- <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
- <li class="divider"></li>
+ <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
+ <li class="divider"></li>
<li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="nav-header">Matrix Decomposition</li>
+ <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+ <li class="nav-header">Classification</li>
+ <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+ </ul>
+ </li>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
<ul class="dropdown-menu">
+ <li class="nav-header">Classification</li>
<li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
<li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
<li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
<li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
+ <li class="nav-header">Classification Examples</li>
<li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
<li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
- <ul class="dropdown-menu">
- <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
- <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
- <li class="divider"></li>
- <li class="nav-header">Commandline usage</li>
- <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
- <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
- <li class="divider"></li>
- <li class="nav-header">Post processing</li>
- <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
- <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+ <li class="nav-header">Clustering</li>
+ <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+ <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+ <li class="nav-header">Clustering Commandline usage</li>
+ <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+ <li class="nav-header">Clustering Examples</li>
+ <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+ <li class="nav-header">Cluster Post processing</li>
+ <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+ <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+ <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+ <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+ </ul>
+ </li>
+ <!-- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
<ul class="dropdown-menu">
- <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
- <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
- <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
- <li class="divider"></li>
- <li class="nav-header">Hadoop</li>
- <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
- <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
- <li class="nav-header">Spark</li>
- <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
- </ul>
+
+ </ul> -->
</li>
</ul>
</div><!--/.nav-collapse -->
Modified: websites/staging/mahout/trunk/content/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/tf-idf---term-frequency-inverse-document-frequency.html (original)
+++ websites/staging/mahout/trunk/content/users/basics/tf-idf---term-frequency-inverse-document-frequency.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
<li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
<ul class="dropdown-menu">
<li><a href="/users/sparkbindings/home.html">Scala & Spark Bindings Overview</a></li>
- <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
- <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
- <li class="divider"></li>
+ <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
+ <li class="divider"></li>
<li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="nav-header">Matrix Decomposition</li>
+ <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+ <li class="nav-header">Classification</li>
+ <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+ </ul>
+ </li>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
<ul class="dropdown-menu">
+ <li class="nav-header">Classification</li>
<li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
<li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
<li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
<li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
+ <li class="nav-header">Classification Examples</li>
<li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
<li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
- <ul class="dropdown-menu">
- <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
- <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
- <li class="divider"></li>
- <li class="nav-header">Commandline usage</li>
- <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
- <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
- <li class="divider"></li>
- <li class="nav-header">Post processing</li>
- <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
- <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+ <li class="nav-header">Clustering</li>
+ <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+ <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+ <li class="nav-header">Clustering Commandline usage</li>
+ <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+ <li class="nav-header">Clustering Examples</li>
+ <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+ <li class="nav-header">Cluster Post processing</li>
+ <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+ <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+ <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+ <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+ </ul>
+ </li>
+ <!-- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
<ul class="dropdown-menu">
- <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
- <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
- <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
- <li class="divider"></li>
- <li class="nav-header">Hadoop</li>
- <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
- <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
- <li class="nav-header">Spark</li>
- <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
- </ul>
+
+ </ul> -->
</li>
</ul>
</div><!--/.nav-collapse -->
Modified: websites/staging/mahout/trunk/content/users/classification/bankmarketing-example.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/classification/bankmarketing-example.html (original)
+++ websites/staging/mahout/trunk/content/users/classification/bankmarketing-example.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
<li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
<ul class="dropdown-menu">
<li><a href="/users/sparkbindings/home.html">Scala & Spark Bindings Overview</a></li>
- <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
- <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
- <li class="divider"></li>
+ <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
+ <li class="divider"></li>
<li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="nav-header">Matrix Decomposition</li>
+ <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+ <li class="nav-header">Classification</li>
+ <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+ </ul>
+ </li>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
<ul class="dropdown-menu">
+ <li class="nav-header">Classification</li>
<li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
<li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
<li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
<li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
+ <li class="nav-header">Classification Examples</li>
<li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
<li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
- <ul class="dropdown-menu">
- <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
- <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
- <li class="divider"></li>
- <li class="nav-header">Commandline usage</li>
- <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
- <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
- <li class="divider"></li>
- <li class="nav-header">Post processing</li>
- <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
- <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+ <li class="nav-header">Clustering</li>
+ <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+ <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+ <li class="nav-header">Clustering Commandline usage</li>
+ <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+ <li class="nav-header">Clustering Examples</li>
+ <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+ <li class="nav-header">Cluster Post processing</li>
+ <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+ <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+ <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+ <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+ </ul>
+ </li>
+ <!-- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
<ul class="dropdown-menu">
- <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
- <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
- <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
- <li class="divider"></li>
- <li class="nav-header">Hadoop</li>
- <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
- <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
- <li class="nav-header">Spark</li>
- <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
- </ul>
+
+ </ul> -->
</li>
</ul>
</div><!--/.nav-collapse -->
Modified: websites/staging/mahout/trunk/content/users/classification/bayesian-commandline.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/classification/bayesian-commandline.html (original)
+++ websites/staging/mahout/trunk/content/users/classification/bayesian-commandline.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
<li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
<ul class="dropdown-menu">
<li><a href="/users/sparkbindings/home.html">Scala & Spark Bindings Overview</a></li>
- <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
- <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
- <li class="divider"></li>
+ <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
+ <li class="divider"></li>
<li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="nav-header">Matrix Decomposition</li>
+ <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+ <li class="nav-header">Classification</li>
+ <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+ </ul>
+ </li>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
<ul class="dropdown-menu">
+ <li class="nav-header">Classification</li>
<li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
<li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
<li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
<li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
+ <li class="nav-header">Classification Examples</li>
<li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
<li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
- <ul class="dropdown-menu">
- <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
- <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
- <li class="divider"></li>
- <li class="nav-header">Commandline usage</li>
- <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
- <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
- <li class="divider"></li>
- <li class="nav-header">Post processing</li>
- <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
- <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+ <li class="nav-header">Clustering</li>
+ <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+ <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+ <li class="nav-header">Clustering Commandline usage</li>
+ <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+ <li class="nav-header">Clustering Examples</li>
+ <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+ <li class="nav-header">Cluster Post processing</li>
+ <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+ <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+ <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+ <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+ </ul>
+ </li>
+ <!-- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
<ul class="dropdown-menu">
- <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
- <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
- <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
- <li class="divider"></li>
- <li class="nav-header">Hadoop</li>
- <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
- <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
- <li class="nav-header">Spark</li>
- <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
- </ul>
+
+ </ul> -->
</li>
</ul>
</div><!--/.nav-collapse -->
Modified: websites/staging/mahout/trunk/content/users/classification/bayesian.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/classification/bayesian.html (original)
+++ websites/staging/mahout/trunk/content/users/classification/bayesian.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
<li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
<ul class="dropdown-menu">
<li><a href="/users/sparkbindings/home.html">Scala & Spark Bindings Overview</a></li>
- <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
- <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
- <li class="divider"></li>
+ <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
+ <li class="divider"></li>
<li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="nav-header">Matrix Decomposition</li>
+ <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+ <li class="nav-header">Classification</li>
+ <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+ </ul>
+ </li>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
<ul class="dropdown-menu">
+ <li class="nav-header">Classification</li>
<li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
<li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
<li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
<li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
+ <li class="nav-header">Classification Examples</li>
<li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
<li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
- <ul class="dropdown-menu">
- <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
- <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
- <li class="divider"></li>
- <li class="nav-header">Commandline usage</li>
- <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
- <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
- <li class="divider"></li>
- <li class="nav-header">Post processing</li>
- <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
- <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+ <li class="nav-header">Clustering</li>
+ <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+ <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+ <li class="nav-header">Clustering Commandline usage</li>
+ <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+ <li class="nav-header">Clustering Examples</li>
+ <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+ <li class="nav-header">Cluster Post processing</li>
+ <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+ <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+ <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+ <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+ </ul>
+ </li>
+ <!-- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
<ul class="dropdown-menu">
- <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
- <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
- <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
- <li class="divider"></li>
- <li class="nav-header">Hadoop</li>
- <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
- <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
- <li class="nav-header">Spark</li>
- <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
- </ul>
+
+ </ul> -->
</li>
</ul>
</div><!--/.nav-collapse -->
Modified: websites/staging/mahout/trunk/content/users/classification/breiman-example.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/classification/breiman-example.html (original)
+++ websites/staging/mahout/trunk/content/users/classification/breiman-example.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
<li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
<ul class="dropdown-menu">
<li><a href="/users/sparkbindings/home.html">Scala & Spark Bindings Overview</a></li>
- <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
- <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
- <li class="divider"></li>
+ <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
+ <li class="divider"></li>
<li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="nav-header">Matrix Decomposition</li>
+ <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+ <li class="nav-header">Classification</li>
+ <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+ </ul>
+ </li>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
<ul class="dropdown-menu">
+ <li class="nav-header">Classification</li>
<li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
<li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
<li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
<li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
+ <li class="nav-header">Classification Examples</li>
<li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
<li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
- <ul class="dropdown-menu">
- <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
- <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
- <li class="divider"></li>
- <li class="nav-header">Commandline usage</li>
- <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
- <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
- <li class="divider"></li>
- <li class="nav-header">Post processing</li>
- <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
- <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+ <li class="nav-header">Clustering</li>
+ <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+ <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+ <li class="nav-header">Clustering Commandline usage</li>
+ <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+ <li class="nav-header">Clustering Examples</li>
+ <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+ <li class="nav-header">Cluster Post processing</li>
+ <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+ <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+ <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+ <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+ </ul>
+ </li>
+ <!-- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
<ul class="dropdown-menu">
- <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
- <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
- <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
- <li class="divider"></li>
- <li class="nav-header">Hadoop</li>
- <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
- <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
- <li class="nav-header">Spark</li>
- <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
- </ul>
+
+ </ul> -->
</li>
</ul>
</div><!--/.nav-collapse -->
Modified: websites/staging/mahout/trunk/content/users/classification/class-discovery.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/classification/class-discovery.html (original)
+++ websites/staging/mahout/trunk/content/users/classification/class-discovery.html Fri Mar 20 03:46:10 2015
@@ -155,61 +155,63 @@
<li><a href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet Allocation</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Spark<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
<ul class="dropdown-menu">
<li><a href="/users/sparkbindings/home.html">Scala & Spark Bindings Overview</a></li>
- <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
- <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
- <li class="divider"></li>
+ <li><a href="/users/sparkbindings/play-with-shell.html">Playing with Mahout's Spark Shell</a></li>
+ <li class="divider"></li>
<li><a href="/users/sparkbindings/faq.html">FAQ</a></li>
</ul>
</li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Classification<b class="caret"></b></a>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Algorithms<b class="caret"></b></a>
+ <ul class="dropdown-menu">
+ <li class="nav-header">Matrix Decomposition</li>
+ <li><a href="/users/algorithms/d-qr.html">Distributed QR</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/algorithms/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
+ <li class="nav-header">Classification</li>
+ <li><a href="/users/algorithms/spark-naive-bayes.html">Spark Naive Bayes</a></li>
+ </ul>
+ </li>
+ <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Mahout MapReduce<b class="caret"></b></a>
<ul class="dropdown-menu">
+ <li class="nav-header">Classification</li>
<li><a href="/users/mapreduce/classification/bayesian.html">Naive Bayes</a></li>
<li><a href="/users/mapreduce/classification/hidden-markov-models.html">Hidden Markov Models</a></li>
<li><a href="/users/mapreduce/classification/logistic-regression.html">Logistic Regression</a></li>
<li><a href="/users/mapreduce/classification/partial-implementation.html">Random Forest</a></li>
-
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
+ <li class="nav-header">Classification Examples</li>
<li><a href="/users/mapreduce/classification/breiman-example.html">Breiman example</a></li>
<li><a href="/users/mapreduce/classification/twenty-newsgroups.html">20 newsgroups example</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Clustering<b class="caret"></b></a>
- <ul class="dropdown-menu">
- <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
- <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
- <li class="divider"></li>
- <li class="nav-header">Commandline usage</li>
- <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
- <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
- <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
- <li class="divider"></li>
- <li class="nav-header">Examples</li>
- <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
- <li class="divider"></li>
- <li class="nav-header">Post processing</li>
- <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
- <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
- </ul></li>
- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
+ <li class="nav-header">Clustering</li>
+ <li><a href="/users/mapreduce/clustering/k-means-clustering.html">k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-clustering.html">Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means.html">Fuzzy k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+ <li><a href="/users/mapreduce/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+ <li class="nav-header">Clustering Commandline usage</li>
+ <li><a href="/users/mapreduce/clustering/k-means-commandline.html">Options for k-Means</a></li>
+ <li><a href="/users/mapreduce/clustering/canopy-commandline.html">Options for Canopy</a></li>
+ <li><a href="/users/mapreduce/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy k-Means</a></li>
+ <li class="nav-header">Clustering Examples</li>
+ <li><a href="/users/mapreduce/clustering/clustering-of-synthetic-control-data.html">Synthetic data</a></li>
+ <li class="nav-header">Cluster Post processing</li>
+ <li><a href="/users/mapreduce/clustering/cluster-dumper.html">Cluster Dumper tool</a></li>
+ <li><a href="/users/mapreduce/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
+ <li class="nav-header">Recommendations</li>
+ <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
+ <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
+ <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
+ <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
+ <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
+ </ul>
+ </li>
+ <!-- <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Recommendations<b class="caret"></b></a>
<ul class="dropdown-menu">
- <li><a href="/users/mapreduce/recommender/quickstart.html">Quickstart</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
- <li><a href="/users/mapreduce/recommender/userbased-5-minutes.html">A user-based recommender <br/>in 5 minutes</a></li>
- <li><a href="/users/mapreduce/recommender/matrix-factorization.html">Matrix factorization-based<br/> recommenders</a></li>
- <li><a href="/users/mapreduce/recommender/recommender-documentation.html">Overview</a></li>
- <li class="divider"></li>
- <li class="nav-header">Hadoop</li>
- <li><a href="/users/mapreduce/recommender/intro-itembased-hadoop.html">Intro to item-based recommendations<br/> with Hadoop</a></li>
- <li><a href="/users/mapreduce/recommender/intro-als-hadoop.html">Intro to ALS recommendations<br/> with Hadoop</a></li>
- <li class="nav-header">Spark</li>
- <li><a href="/users/mapreduce/recommender/intro-cooccurrence-spark.html">Intro to cooccurrence-based<br/> recommendations with Spark</a></li>
- </ul>
+
+ </ul> -->
</li>
</ul>
</div><!--/.nav-collapse -->