svn commit: r944614 [1/3] - in /websites/staging/mahout/trunk/content: ./ developers/ general/ users/algorithms/ users/basics/ users/classification/ users/clustering/ users/dim-reduction/ users/misc/ users/recommender/ users/sparkbindings/

[buildbot]

Author: buildbot
Date: Sat Mar 21 21:19:27 2015
New Revision: 944614

Log:
Staging update by buildbot for mahout

Added:
    
websites/staging/mahout/trunk/content/users/algorithms/recommender-overview.html
Modified:
    websites/staging/mahout/trunk/content/   (props changed)
    websites/staging/mahout/trunk/content/developers/buildingmahout.html
    websites/staging/mahout/trunk/content/developers/developer-resources.html
    websites/staging/mahout/trunk/content/developers/github.html
    websites/staging/mahout/trunk/content/developers/gsoc.html
    
websites/staging/mahout/trunk/content/developers/how-to-become-a-committer.html
    websites/staging/mahout/trunk/content/developers/how-to-contribute.html
    websites/staging/mahout/trunk/content/developers/how-to-release.html
    
websites/staging/mahout/trunk/content/developers/how-to-update-the-website.html
    websites/staging/mahout/trunk/content/developers/issue-tracker.html
    websites/staging/mahout/trunk/content/developers/patch-check-list.html
    
websites/staging/mahout/trunk/content/developers/thirdparty-dependencies.html
    websites/staging/mahout/trunk/content/developers/version-control.html
    websites/staging/mahout/trunk/content/general/books-tutorials-and-talks.html
    websites/staging/mahout/trunk/content/general/downloads.html
    websites/staging/mahout/trunk/content/general/faq.html
    websites/staging/mahout/trunk/content/general/glossary.html
    websites/staging/mahout/trunk/content/general/mahout-benchmarks.html
    websites/staging/mahout/trunk/content/general/mahout-wiki.html
    
websites/staging/mahout/trunk/content/general/mailing-lists,-irc-and-archives.html
    websites/staging/mahout/trunk/content/general/powered-by-mahout.html
    websites/staging/mahout/trunk/content/general/privacy-policy.html
    websites/staging/mahout/trunk/content/general/professional-support.html
    websites/staging/mahout/trunk/content/general/reference-reading.html
    websites/staging/mahout/trunk/content/general/release-notes.html
    websites/staging/mahout/trunk/content/general/who-we-are.html
    websites/staging/mahout/trunk/content/index.html
    websites/staging/mahout/trunk/content/overview.html
    websites/staging/mahout/trunk/content/users/algorithms/d-qr.html
    
websites/staging/mahout/trunk/content/users/algorithms/intro-cooccurrence-spark.html
    
websites/staging/mahout/trunk/content/users/algorithms/spark-naive-bayes.html
    websites/staging/mahout/trunk/content/users/basics/algorithms.html
    websites/staging/mahout/trunk/content/users/basics/collections.html
    websites/staging/mahout/trunk/content/users/basics/collocations.html
    
websites/staging/mahout/trunk/content/users/basics/creating-vectors-from-text.html
    websites/staging/mahout/trunk/content/users/basics/creating-vectors.html
    
websites/staging/mahout/trunk/content/users/basics/gaussian-discriminative-analysis.html
    
websites/staging/mahout/trunk/content/users/basics/independent-component-analysis.html
    websites/staging/mahout/trunk/content/users/basics/mahout-collections.html
    websites/staging/mahout/trunk/content/users/basics/mahoutintegration.html
    
websites/staging/mahout/trunk/content/users/basics/matrix-and-vector-needs.html
    
websites/staging/mahout/trunk/content/users/basics/principal-components-analysis.html
    websites/staging/mahout/trunk/content/users/basics/quickstart.html
    
websites/staging/mahout/trunk/content/users/basics/svd---singular-value-decomposition.html
    websites/staging/mahout/trunk/content/users/basics/system-requirements.html
    
websites/staging/mahout/trunk/content/users/basics/tf-idf---term-frequency-inverse-document-frequency.html
    
websites/staging/mahout/trunk/content/users/classification/bankmarketing-example.html
    
websites/staging/mahout/trunk/content/users/classification/bayesian-commandline.html
    websites/staging/mahout/trunk/content/users/classification/bayesian.html
    
websites/staging/mahout/trunk/content/users/classification/breiman-example.html
    
websites/staging/mahout/trunk/content/users/classification/class-discovery.html
    
websites/staging/mahout/trunk/content/users/classification/classifyingyourdata.html
    
websites/staging/mahout/trunk/content/users/classification/hidden-markov-models.html
    
websites/staging/mahout/trunk/content/users/classification/locally-weighted-linear-regression.html
    
websites/staging/mahout/trunk/content/users/classification/logistic-regression.html
    websites/staging/mahout/trunk/content/users/classification/naivebayes.html
    
websites/staging/mahout/trunk/content/users/classification/neural-network.html
    
websites/staging/mahout/trunk/content/users/classification/partial-implementation.html
    
websites/staging/mahout/trunk/content/users/classification/random-forests.html
    
websites/staging/mahout/trunk/content/users/classification/restricted-boltzmann-machines.html
    
websites/staging/mahout/trunk/content/users/classification/support-vector-machines.html
    
websites/staging/mahout/trunk/content/users/classification/twenty-newsgroups.html
    websites/staging/mahout/trunk/content/users/clustering/20newsgroups.html
    
websites/staging/mahout/trunk/content/users/clustering/canopy-clustering.html
    
websites/staging/mahout/trunk/content/users/clustering/canopy-commandline.html
    websites/staging/mahout/trunk/content/users/clustering/cluster-dumper.html
    
websites/staging/mahout/trunk/content/users/clustering/clustering-of-synthetic-control-data.html
    
websites/staging/mahout/trunk/content/users/clustering/clustering-seinfeld-episodes.html
    
websites/staging/mahout/trunk/content/users/clustering/clusteringyourdata.html
    
websites/staging/mahout/trunk/content/users/clustering/expectation-maximization.html
    
websites/staging/mahout/trunk/content/users/clustering/fuzzy-k-means-commandline.html
    websites/staging/mahout/trunk/content/users/clustering/fuzzy-k-means.html
    
websites/staging/mahout/trunk/content/users/clustering/hierarchical-clustering.html
    
websites/staging/mahout/trunk/content/users/clustering/k-means-clustering.html
    
websites/staging/mahout/trunk/content/users/clustering/k-means-commandline.html
    
websites/staging/mahout/trunk/content/users/clustering/latent-dirichlet-allocation.html
    websites/staging/mahout/trunk/content/users/clustering/lda-commandline.html
    
websites/staging/mahout/trunk/content/users/clustering/llr---log-likelihood-ratio.html
    
websites/staging/mahout/trunk/content/users/clustering/spectral-clustering.html
    
websites/staging/mahout/trunk/content/users/clustering/streaming-k-means.html
    websites/staging/mahout/trunk/content/users/clustering/viewing-result.html
    websites/staging/mahout/trunk/content/users/clustering/viewing-results.html
    
websites/staging/mahout/trunk/content/users/clustering/visualizing-sample-clusters.html
    
websites/staging/mahout/trunk/content/users/dim-reduction/dimensional-reduction.html
    websites/staging/mahout/trunk/content/users/dim-reduction/ssvd.html
    websites/staging/mahout/trunk/content/users/misc/mr---map-reduce.html
    
websites/staging/mahout/trunk/content/users/misc/parallel-frequent-pattern-mining.html
    websites/staging/mahout/trunk/content/users/misc/perceptron-and-winnow.html
    websites/staging/mahout/trunk/content/users/misc/testing.html
    
websites/staging/mahout/trunk/content/users/misc/using-mahout-with-python-via-jpype.html
    
websites/staging/mahout/trunk/content/users/recommender/intro-als-hadoop.html
    
websites/staging/mahout/trunk/content/users/recommender/intro-cooccurrence-spark.html
    
websites/staging/mahout/trunk/content/users/recommender/intro-itembased-hadoop.html
    
websites/staging/mahout/trunk/content/users/recommender/matrix-factorization.html
    websites/staging/mahout/trunk/content/users/recommender/quickstart.html
    
websites/staging/mahout/trunk/content/users/recommender/recommender-documentation.html
    
websites/staging/mahout/trunk/content/users/recommender/recommender-first-timer-faq.html
    
websites/staging/mahout/trunk/content/users/recommender/userbased-5-minutes.html
    websites/staging/mahout/trunk/content/users/sparkbindings/faq.html
    websites/staging/mahout/trunk/content/users/sparkbindings/home.html
    
websites/staging/mahout/trunk/content/users/sparkbindings/play-with-shell.html

Propchange: websites/staging/mahout/trunk/content/
------------------------------------------------------------------------------
--- cms:source-revision (original)
+++ cms:source-revision Sat Mar 21 21:19:27 2015
@@ -1 +1 @@
-1668096
+1668322

Modified: websites/staging/mahout/trunk/content/developers/buildingmahout.html
==============================================================================
--- websites/staging/mahout/trunk/content/developers/buildingmahout.html 
(original)
+++ websites/staging/mahout/trunk/content/developers/buildingmahout.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/developers/developer-resources.html
==============================================================================
--- websites/staging/mahout/trunk/content/developers/developer-resources.html 
(original)
+++ websites/staging/mahout/trunk/content/developers/developer-resources.html 
Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/developers/github.html
==============================================================================
--- websites/staging/mahout/trunk/content/developers/github.html (original)
+++ websites/staging/mahout/trunk/content/developers/github.html Sat Mar 21 
21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/developers/gsoc.html
==============================================================================
--- websites/staging/mahout/trunk/content/developers/gsoc.html (original)
+++ websites/staging/mahout/trunk/content/developers/gsoc.html Sat Mar 21 
21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/developers/how-to-become-a-committer.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/developers/how-to-become-a-committer.html 
(original)
+++ 
websites/staging/mahout/trunk/content/developers/how-to-become-a-committer.html 
Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/developers/how-to-contribute.html
==============================================================================
--- websites/staging/mahout/trunk/content/developers/how-to-contribute.html 
(original)
+++ websites/staging/mahout/trunk/content/developers/how-to-contribute.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/developers/how-to-release.html
==============================================================================
--- websites/staging/mahout/trunk/content/developers/how-to-release.html 
(original)
+++ websites/staging/mahout/trunk/content/developers/how-to-release.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/developers/how-to-update-the-website.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/developers/how-to-update-the-website.html 
(original)
+++ 
websites/staging/mahout/trunk/content/developers/how-to-update-the-website.html 
Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/developers/issue-tracker.html
==============================================================================
--- websites/staging/mahout/trunk/content/developers/issue-tracker.html 
(original)
+++ websites/staging/mahout/trunk/content/developers/issue-tracker.html Sat Mar 
21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/developers/patch-check-list.html
==============================================================================
--- websites/staging/mahout/trunk/content/developers/patch-check-list.html 
(original)
+++ websites/staging/mahout/trunk/content/developers/patch-check-list.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/developers/thirdparty-dependencies.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/developers/thirdparty-dependencies.html 
(original)
+++ 
websites/staging/mahout/trunk/content/developers/thirdparty-dependencies.html 
Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/developers/version-control.html
==============================================================================
--- websites/staging/mahout/trunk/content/developers/version-control.html 
(original)
+++ websites/staging/mahout/trunk/content/developers/version-control.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/general/books-tutorials-and-talks.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/general/books-tutorials-and-talks.html 
(original)
+++ 
websites/staging/mahout/trunk/content/general/books-tutorials-and-talks.html 
Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/downloads.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/downloads.html (original)
+++ websites/staging/mahout/trunk/content/general/downloads.html Sat Mar 21 
21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/faq.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/faq.html (original)
+++ websites/staging/mahout/trunk/content/general/faq.html Sat Mar 21 21:19:27 
2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/glossary.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/glossary.html (original)
+++ websites/staging/mahout/trunk/content/general/glossary.html Sat Mar 21 
21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/mahout-benchmarks.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/mahout-benchmarks.html 
(original)
+++ websites/staging/mahout/trunk/content/general/mahout-benchmarks.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/mahout-wiki.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/mahout-wiki.html (original)
+++ websites/staging/mahout/trunk/content/general/mahout-wiki.html Sat Mar 21 
21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/general/mailing-lists,-irc-and-archives.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/general/mailing-lists,-irc-and-archives.html
 (original)
+++ 
websites/staging/mahout/trunk/content/general/mailing-lists,-irc-and-archives.html
 Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/powered-by-mahout.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/powered-by-mahout.html 
(original)
+++ websites/staging/mahout/trunk/content/general/powered-by-mahout.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/privacy-policy.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/privacy-policy.html (original)
+++ websites/staging/mahout/trunk/content/general/privacy-policy.html Sat Mar 
21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/general/professional-support.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/professional-support.html 
(original)
+++ websites/staging/mahout/trunk/content/general/professional-support.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/reference-reading.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/reference-reading.html 
(original)
+++ websites/staging/mahout/trunk/content/general/reference-reading.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/release-notes.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/release-notes.html (original)
+++ websites/staging/mahout/trunk/content/general/release-notes.html Sat Mar 21 
21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/general/who-we-are.html
==============================================================================
--- websites/staging/mahout/trunk/content/general/who-we-are.html (original)
+++ websites/staging/mahout/trunk/content/general/who-we-are.html Sat Mar 21 
21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/index.html
==============================================================================
--- websites/staging/mahout/trunk/content/index.html (original)
+++ websites/staging/mahout/trunk/content/index.html Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/overview.html
==============================================================================
--- websites/staging/mahout/trunk/content/overview.html (original)
+++ websites/staging/mahout/trunk/content/overview.html Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/users/algorithms/d-qr.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/algorithms/d-qr.html (original)
+++ websites/staging/mahout/trunk/content/users/algorithms/d-qr.html Sat Mar 21 
21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/users/algorithms/intro-cooccurrence-spark.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/algorithms/intro-cooccurrence-spark.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/algorithms/intro-cooccurrence-spark.html
 Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Added: 
websites/staging/mahout/trunk/content/users/algorithms/recommender-overview.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/algorithms/recommender-overview.html
 (added)
+++ 
websites/staging/mahout/trunk/content/users/algorithms/recommender-overview.html
 Sat Mar 21 21:19:27 2015
@@ -0,0 +1,297 @@
+<!DOCTYPE html>
+<!--
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+
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+
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+
+<html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"><head><meta 
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+  <!-- mathJax stuff -- use `\(...\)` for inline style math in markdown -->
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+  MathJax.Hub.Config({
+    tex2jax: {
+      skipTags: ['script', 'noscript', 'style', 'textarea', 'pre']
+    }
+  });
+  MathJax.Hub.Queue(function() {
+    var all = MathJax.Hub.getAllJax(), i;
+    for(i = 0; i < all.length; i += 1) {
+      all[i].SourceElement().parentNode.className += ' has-jax';
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+  });
+  </script>
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+    var mathjax = document.createElement('script'); 
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+<body id="home" data-twttr-rendered="true">
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+   <div id="header">
+    <div id="logo"><a href="/overview.html"></a></div>
+  <div id="search">
+    <form id="search-form" action="http://www.google.com/search"; method="get" 
class="navbar-search pull-right">    
+      <input value="http://mahout.apache.org"; name="sitesearch" type="hidden">
+      <input class="search-query" name="q" id="query" type="text">
+      <input id="submission" type="image" src="/images/mahout-lupe.png" 
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+    </form>
+  </div>
+
+    <div class="navbar navbar-inverse" 
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+        <div class="container">
+          <button type="button" class="btn btn-navbar" data-toggle="collapse" 
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+                  <li class="nav-header">For committers</li>
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+                 <ul class="dropdown-menu">
+                  <li><a href="/users/basics/algorithms.html">List of 
algorithms</a>
+                  <li><a href="/users/basics/quickstart.html">Quickstart</a>
+                  <li class="divider"></li>
+                  <li class="nav-header">Working with text</li>
+                  <li><a 
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+                  <li><a 
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+                  <li class="divider"></li>
+                  <li class="nav-header">Dimensionality reduction</li>
+                  <li><a 
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SVD</a></li>
+                  <li class="divider"></li>
+                  <li class="nav-header">Topic Models</li>      
+                  <li><a 
href="/users/clustering/latent-dirichlet-allocation.html">Latent Dirichlet 
Allocation</a></li>
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data-toggle="dropdown">Mahout Environment<b class="caret"></b></a>
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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">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/recommender-overview.html">Recommender Overview</a></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">
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+                  <li><a href="/users/classification/bayesian.html">Naive 
Bayes</a></li>
+                  <li><a 
href="/users/classification/hidden-markov-models.html">Hidden Markov 
Models</a></li>
+                  <li><a 
href="/users/classification/logistic-regression.html">Logistic 
Regression</a></li>
+                  <li><a 
href="/users/classification/partial-implementation.html">Random Forest</a></li>
+                  <li class="nav-header">Classification Examples</li>
+                  <li><a 
href="/users/classification/breiman-example.html">Breiman example</a></li>
+                  <li><a 
href="/users/classification/twenty-newsgroups.html">20 newsgroups 
example</a></li>
+                  <li class="nav-header">Clustering</li>
+                  <li><a 
href="/users/clustering/k-means-clustering.html">k-Means</a></li>
+                  <li><a 
href="/users/clustering/canopy-clustering.html">Canopy</a></li>
+                  <li><a href="/users/clustering/fuzzy-k-means.html">Fuzzy 
k-Means</a></li>
+                  <li><a 
href="/users/clustering/streaming-k-means.html">Streaming KMeans</a></li>
+                  <li><a 
href="/users/clustering/spectral-clustering.html">Spectral Clustering</a></li>
+                  <li class="nav-header">Clustering Commandline usage</li>
+                  <li><a 
href="/users/clustering/k-means-commandline.html">Options for k-Means</a></li>
+                  <li><a 
href="/users/clustering/canopy-commandline.html">Options for Canopy</a></li>
+                  <li><a 
href="/users/clustering/fuzzy-k-means-commandline.html">Options for Fuzzy 
k-Means</a></li>
+                  <li class="nav-header">Clustering Examples</li>
+                  <li><a 
href="/users/clustering/clustering-of-synthetic-control-data.html">Synthetic 
data</a></li>
+                  <li class="nav-header">Cluster Post processing</li>
+                  <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
+                  <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
+                  <li class="nav-header">Recommendations</li>
+                  <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
+                  <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
+                 <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>
+                  <li><a 
href="/users/recommender/recommender-documentation.html">Overview</a></li>
+                  <li><a 
href="/users/recommender/intro-itembased-hadoop.html">Intro to item-based 
recommendations<br/> with Hadoop</a></li>
+                  <li><a href="/users/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">
+                
+                </ul> -->
+            </li>
+           </ul>
+          </div><!--/.nav-collapse -->
+        </div>
+      </div>
+    </div>
+
+</div>
+
+ <div id="sidebar">
+  <div id="sidebar-wrap">
+    <h2>Twitter</h2>
+       <ul class="sidemenu">
+               <li>
+<a class="twitter-timeline" href="https://twitter.com/ApacheMahout"; 
data-widget-id="422861673444028416">Tweets by @ApacheMahout</a>
+<script>!function(d,s,id){var 
js,fjs=d.getElementsByTagName(s)[0],p=/^http:/.test(d.location)?'http':'https';if(!d.getElementById(id)){js=d.createElement(s);js.id=id;js.src=p+"://platform.twitter.com/widgets.js";fjs.parentNode.insertBefore(js,fjs);}}(document,"script","twitter-wjs");</script>
+</li>
+       </ul>
+    <h2>Apache Software Foundation</h2>
+    <ul class="sidemenu">
+      <li><a href="http://www.apache.org/foundation/how-it-works.html";>How the 
ASF works</a></li>
+      <li><a href="http://www.apache.org/foundation/getinvolved.html";>Get 
Involved</a></li>
+      <li><a href="http://www.apache.org/dev/";>Developer Resources</a></li>
+      <li><a 
href="http://www.apache.org/foundation/sponsorship.html";>Sponsorship</a></li>
+      <li><a 
href="http://www.apache.org/foundation/thanks.html";>Thanks</a></li>
+    </ul>
+    <h2>Related Projects</h2>
+    <ul class="sidemenu">
+      <li><a href="http://lucene.apache.org/";>Lucene</a></li>
+      <li><a href="http://hadoop.apache.org/";>Hadoop</a></li>
+    </ul>
+  </div>
+</div>
+
+  <div id="content-wrap" class="clearfix">
+   <div id="main">
+    <h1 id="recommender-overview">Recommender Overview</h1>
+<p>Recommenders have changed over the years. Mahout contains a long list of 
them, which you can still use. But to get the best  out of our more modern 
aproach we'll need to think of the Recommender as a "model creation" 
component&mdash;supplied by Mahout's new spark-itemsimilarity job, and a 
"serving" component&mdash;supplied by a modern scalable search engine, like 
Solr.</p>
+<p><img alt="image" src="http://i.imgur.com/fliHMBo.png"; /></p>
+<p>To integrate with your application you will collect user interactions 
storing them in a DB and also in a from usable by Mahout. The simplest way to 
do this is to log user interactions to csv files (user-id, item-id). The DB 
should be setup to contain the last n user interactions, which will form part 
of the query for recommendations.</p>
+<p>Mahout's spark-itemsimilarity will create a table of (item-id, 
list-of-similar-items) in csv form. Think of this as an item collection with 
one field containing the item-ids of similar items. Index this with your search 
engine. </p>
+<p>When your application needs recommendations for a specific person, get the 
latest user history of interactions from the DB and query the indicator 
collection with this history. You will get back an ordered list of item-ids. 
These are your recommendations. You may wish to filter out any that the user 
has already seen but that will depend on your use case.</p>
+<p>All ids for users and items are preserved as string tokens and so work as 
an external key in DBs or as doc ids for search engines, they also work as 
tokens for search queries.</p>
+<h2 id="references">References</h2>
+<ol>
+<li>A free ebook, which talks about the general idea: <a 
href="https://www.mapr.com/practical-machine-learning";>Practical Machine 
Learning</a></li>
+<li>A slide deck, which talks about mixing actions or other indicators: <a 
href="http://occamsmachete.com/ml/2014/10/07/creating-a-unified-recommender-with-mahout-and-a-search-engine/";>Creating
 a Multimodal Recommender with Mahout and a Search Engine</a></li>
+<li>Two blog posts: <a 
href="http://occamsmachete.com/ml/2014/08/11/mahout-on-spark-whats-new-in-recommenders/";>What's
 New in Recommenders: part #1</a>
+and  <a 
href="http://occamsmachete.com/ml/2014/09/09/mahout-on-spark-whats-new-in-recommenders-part-2/";>What's
 New in Recommenders: part #2</a></li>
+<li>A post describing the loglikelihood ratio:  <a 
href="http://tdunning.blogspot.com/2008/03/surprise-and-coincidence.html";>Surprise
 and Coinsidense</a>  LLR is used to reduce noise in the data while keeping the 
calculations O(n) complexity.</li>
+</ol>
+<h2 id="mahout-model-creation">Mahout Model Creation</h2>
+<p>See the page describing <a 
href="http://mahout.apache.org/users/recommender/intro-cooccurrence-spark.html";><em>spark-itemsimilarity</em></a>
 for more details.</p>
+   </div>
+  </div>     
+</div> 
+  <footer class="footer" align="center">
+    <div class="container">
+      <p>
+        Copyright &copy; 2014 The Apache Software Foundation, Licensed under
+        the <a href="http://www.apache.org/licenses/LICENSE-2.0";>Apache 
License, Version 2.0</a>.
+        <br />
+        Apache and the Apache feather logos are trademarks of The Apache 
Software Foundation.
+      </p>
+    </div>
+  </footer>
+  
+  <script src="/js/jquery-1.9.1.min.js"></script>
+  <script src="/js/bootstrap.min.js"></script>
+  <script>
+    (function() {
+      var cx = '012254517474945470291:vhsfv7eokdc';
+      var gcse = document.createElement('script');
+      gcse.type = 'text/javascript';
+      gcse.async = true;
+      gcse.src = (document.location.protocol == 'https:' ? 'https:' : 'http:') 
+
+          '//www.google.com/cse/cse.js?cx=' + cx;
+      var s = document.getElementsByTagName('script')[0];
+      s.parentNode.insertBefore(gcse, s);
+    })();
+  </script>
+</body>
+</html>

Modified: 
websites/staging/mahout/trunk/content/users/algorithms/spark-naive-bayes.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/algorithms/spark-naive-bayes.html 
(original)
+++ 
websites/staging/mahout/trunk/content/users/algorithms/spark-naive-bayes.html 
Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/users/basics/algorithms.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/algorithms.html 
(original)
+++ websites/staging/mahout/trunk/content/users/basics/algorithms.html Sat Mar 
21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/users/basics/collections.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/collections.html 
(original)
+++ websites/staging/mahout/trunk/content/users/basics/collections.html Sat Mar 
21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: websites/staging/mahout/trunk/content/users/basics/collocations.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/collocations.html 
(original)
+++ websites/staging/mahout/trunk/content/users/basics/collocations.html Sat 
Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/users/basics/creating-vectors-from-text.html
==============================================================================
--- 
websites/staging/mahout/trunk/content/users/basics/creating-vectors-from-text.html
 (original)
+++ 
websites/staging/mahout/trunk/content/users/basics/creating-vectors-from-text.html
 Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>

Modified: 
websites/staging/mahout/trunk/content/users/basics/creating-vectors.html
==============================================================================
--- websites/staging/mahout/trunk/content/users/basics/creating-vectors.html 
(original)
+++ websites/staging/mahout/trunk/content/users/basics/creating-vectors.html 
Sat Mar 21 21:19:27 2015
@@ -168,6 +168,7 @@
                   <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/recommender-overview.html">Recommender Overview</a></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>
@@ -199,7 +200,6 @@
                   <li><a href="/users/clustering/cluster-dumper.html">Cluster 
Dumper tool</a></li>
                   <li><a 
href="/users/clustering/visualizing-sample-clusters.html">Cluster 
visualisation</a></li>
                   <li class="nav-header">Recommendations</li>
-                  <li><a 
href="/users/recommender/quickstart.html">Quickstart</a></li>
                   <li><a 
href="/users/recommender/recommender-first-timer-faq.html">First Timer 
FAQ</a></li>
                   <li><a href="/users/recommender/userbased-5-minutes.html">A 
user-based recommender <br/>in 5 minutes</a></li>
                  <li><a 
href="/users/recommender/matrix-factorization.html">Matrix 
factorization-based<br/> recommenders</a></li>