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Posted to commits@mahout.apache.org by bu...@apache.org on 2013/11/21 12:55:13 UTC

svn commit: r887517 [9/10] - in /websites/staging/mahout/trunk/content: ./ developers/ general/ users/basics/ users/classification/ users/clustering/ users/emr/ users/recommender/ users/stuff/

Modified: websites/staging/mahout/trunk/content/users/clustering/viewing-results.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/viewing-results.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/viewing-results.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
            </ul>
           </div><!--/.nav-collapse -->
         </div>

Modified: websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html (original)
+++ websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
            </ul>
           </div><!--/.nav-collapse -->
         </div>

Modified: websites/staging/mahout/trunk/content/users/emr/mahout-on-amazon-ec2.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/emr/mahout-on-amazon-ec2.html (original)
+++ websites/staging/mahout/trunk/content/users/emr/mahout-on-amazon-ec2.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
            </ul>
           </div><!--/.nav-collapse -->
         </div>

Modified: websites/staging/mahout/trunk/content/users/emr/mahout-on-elastic-mapreduce.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/emr/mahout-on-elastic-mapreduce.html (original)
+++ websites/staging/mahout/trunk/content/users/emr/mahout-on-elastic-mapreduce.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
            </ul>
           </div><!--/.nav-collapse -->
         </div>

Modified: websites/staging/mahout/trunk/content/users/emr/use-an-existing-hadoop-ami.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/emr/use-an-existing-hadoop-ami.html (original)
+++ websites/staging/mahout/trunk/content/users/emr/use-an-existing-hadoop-ami.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
            </ul>
           </div><!--/.nav-collapse -->
         </div>

Modified: websites/staging/mahout/trunk/content/users/recommender/itembased-collaborative-filtering.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/itembased-collaborative-filtering.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/itembased-collaborative-filtering.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
            </ul>
           </div><!--/.nav-collapse -->
         </div>

Modified: websites/staging/mahout/trunk/content/users/recommender/pearsoncorrelation.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/pearsoncorrelation.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/pearsoncorrelation.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
            </ul>
           </div><!--/.nav-collapse -->
         </div>

Modified: websites/staging/mahout/trunk/content/users/recommender/recommendationexamples.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/recommendationexamples.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/recommendationexamples.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
            </ul>
           </div><!--/.nav-collapse -->
         </div>

Modified: websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
            </ul>
           </div><!--/.nav-collapse -->
         </div>

Modified: websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html (original)
+++ websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html Thu Nov 21 11:55:12 2013
@@ -131,13 +131,11 @@
                   <li><a href="/general/books-tutorials-and-talks.html">Books, Tutorials, Talks</a></li>
                   <li><a href="/general/powered-by-mahout.html">Powered By Mahout</a>
                   <li><a href="/general/professional-support.html">Professional Support</a>
-                  <li><a href="/general/mahout-wiki.html">Mahout Wiki</a>
+                  <li><a href="https://cwiki.apache.org/confluence/display/MAHOUT/Mahout+Wiki">Mahout Wiki</a>
                   <li class="divider"></li>
                   <li class="nav-header">Resources</li>
-                  <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                   <li><a href="/general/reference-reading.html">Reference Reading</a>
 		  <li><a href="/general/faq.html">FAQ</a>
-                  <li><a href="/general/glossary.html">Glossary</a></li>
 		  <li class="divider"></li>
 		  <li class="nav-header">Legal</li>
 		  <li><a href="http://www.apache.org/licenses/">License</a></li>
@@ -170,13 +168,11 @@
                   <li><a href="/users/basics/algorithms.html">List of algorithms</a>
                   <li><a href="/users/basics/quickstart.html">Quickstart</a>
                   <li><a href="/users/basics/system-requirements.html">System requirements</a>
-                  <li><a href="/users/basics/mahoutintegration.html">Integration</a>
                   <li class="divider"></li>
                   <li class="nav-header">Collections</li>
  
                   <li><a href="/users/basics/mahout-collections.html">Mahout collections</a>
                   <li><a href="/users/basics/collections.html">Mahout collections</a>
-                  <li><a href="/users/basics/matrix-and-vector-needs.html">Matrix/Vector needs</a>
                   <li class="divider"></li>
                   <li class="nav-header">Creating vectors</li>
                   <li><a href="/users/basics/creating-vectors.html">General vector creation</a>
@@ -186,8 +182,6 @@
                   <li class="nav-header">Other</li>
                   <li><a href="/users/basics/collocations.html">Co-Locations</a>
                   <li><a href="/users/basics/dimensional-reduction.html">Dimensional reduction</a>
-                  <li><a href="/users/basics/gaussian-discriminative-analysis.html">Gaussian discriminative analysis</a>
-                  <li><a href="/users/basics/independent-component-analysis.html">Independent component analysis</a>
                   <li><a href="/users/basics/mahout.ga.tutorial.html">GA tutorial</a>
                   <li><a href="/users/basics/principal-components-analysis.html">Principal components analysis</a>
                    <li><a href="/users/basics/svd---singular-value-decomposition.html">SVD</a>
@@ -205,14 +199,11 @@
                 <li><a href="/users/clustering/twenty-newsgroups.html">20 newsgroups example</a></li>
                 <li><a href="/users/classification/breiman-example.html">Breiman example</a></li>
 		<li><a href="/users/classification/class-discovery.html">Class discovery</a></li>
-              <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Open designs</li>
-                <li><a href="/users/classification/locally-weighted-linear-regression.html">Design locally weighted regression</a></li>
-                <li><a href="/users/classification/neural-network.html">Design neural networks</a></li>
+                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
+	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
+	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
                 <li><a href="/users/classification/random-forests.html">Design random forests</a></li>
-                <li><a href="/users/classification/restricted-boltzmann-machines.html">Design restricted boltzmann machines</a></li>
-                <li><a href="/users/classification/support-vector-machines.html">Design SVM</a></li>
+                <li><a href="/users/classification/logistic-regression.html">Design logisitic regression</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">
@@ -232,6 +223,7 @@
                 <li><a href="/users/clustering/lda-commandline.html">Commandline LDA</a></li>
                 <li><a href="/users/clustering/mean-shift-clustering.html">Design Meanshift</a></li>
                 <li><a href="/users/clustering/mean-shift-commandline.html">Commandline Meanshift</a></li>
+                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</a></li>
                 <li class="divider"></li>
                 <li class="nav-header">Examples</li>
                 <li><a href="/users/clustering/clustering-of-synthetic-control-data.html">Example: Synthetic data</a></li>
@@ -241,12 +233,6 @@
                 <li><a href="/users/clustering/viewing-result.html">Viewing results, part a</a></li>
                 <li><a href="/users/clustering/viewing-results.html">Viewing results, part b</a></li>
                 <li><a href="/users/clustering/visualizing-sample-clusters.html">Cluster visualisation</a></li>
-                <li class="divider"></li>
-                <li class="nav-header">Other designs</li>
-                <li><a href="/users/clustering/expectation-maximization.html">Design EM</a></li>
-                <li><a href="/users/clustering/hierarchical-clustering.html">Design hierarchical</a></li>
-                <li><a href="/users/clustering/llr---log-likelihood-ratio.html">Design LLR</a></li>
-                <li><a href="/users/clustering/spectral-clustering.html">Design Spectral</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">
@@ -256,23 +242,13 @@
                 <li><a href="/users/recommender/recommender-first-timer-faq.html">First Timer FAQ</a></li>
                 <li><a href="/users/recommender/itembased-collaborative-filtering.html">Item based collaborative filtering</a></li>
                 <li><a href="/users/recommender/pearsoncorrelation.html">Pearson Correlation</a></li>
+                <li><a href="/general/mahout-benchmarks.html">Benchmarks</a>
                 <li class="divider"></li>
                 <li class="nav-header">Recommenders on EMR</li>
                 <li><a href="/users/emr/mahout-on-amazon-ec2.html">Mahout on EC2</a></li>
                 <li><a href="/users/emr/mahout-on-elastic-mapreduce.html">Mahout on EMR</a></li>
                 <li><a href="/users/emr/use-an-existing-hadoop-ami.html">Mahout on existing Hadoop AMI</a></li>
                 </ul></li>
-                <li class="dropdown"> <a href="#" class="dropdown-toggle" data-toggle="dropdown">Stuff user docs<b class="caret"></b></a>
-                <ul class="dropdown-menu">
-                <li><a href="/users/stuff/hidden-markov-models.html">HMM</a></li>
-	        <li><a href="/users/stuff/mr---map-reduce.html">Map Reduce</a></li>
-		<li><a href="/users/stuff/parallel-frequent-pattern-mining.html">Frequent pattern mining</a></li>
-	        <li><a href="/users/stuff/partial-implementation.html">Partial Impl</a></li>
-	        <li><a href="/users/stuff/perceptron-and-winnow.html">Perceptron/Winnow</a></li>
-	        <li><a href="/users/stuff/testing.html">Testing</a></li>
-	        <li><a href="/users/stuff/traveling-salesman.html">Traveling Salesman</a></li>
-	        <li><a href="/users/stuff/using-mahout-with-python-via-jpype.html">Mahout from Jython</a></li>
-                </ul></li>
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