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Posted to commits@mahout.apache.org by ap...@apache.org on 2016/04/28 23:51:12 UTC
svn commit: r1741528 -
/mahout/site/mahout_cms/trunk/content/users/basics/algorithms.mdtext
Author: apalumbo
Date: Thu Apr 28 21:51:12 2016
New Revision: 1741528
URL: http://svn.apache.org/viewvc?rev=1741528&view=rev
Log:
CMS commit to mahout by apalumbo
Modified:
mahout/site/mahout_cms/trunk/content/users/basics/algorithms.mdtext
Modified: mahout/site/mahout_cms/trunk/content/users/basics/algorithms.mdtext
URL: http://svn.apache.org/viewvc/mahout/site/mahout_cms/trunk/content/users/basics/algorithms.mdtext?rev=1741528&r1=1741527&r2=1741528&view=diff
==============================================================================
--- mahout/site/mahout_cms/trunk/content/users/basics/algorithms.mdtext (original)
+++ mahout/site/mahout_cms/trunk/content/users/basics/algorithms.mdtext Thu Apr 28 21:51:12 2016
@@ -15,42 +15,39 @@ Title: Algorithms
**Collaborative Filtering** *with CLI Drivers*|
User-Based Collaborative Filtering | x | |[x](https://mahout.apache.org/users/algorithms/intro-cooccurrence-spark.html)
Item-Based Collaborative Filtering | x | [x](https://mahout.apache.org/users/recommender/intro-itembased-hadoop.html) | [x](https://mahout.apache.org/users/algorithms/intro-cooccurrence-spark.html) |
- Matrix Factorization with ALS | x | [x](https://mahout.apache.org/users/recommender/intro-als-hadoop.html) | |
- Matrix Factorization with ALS on Implicit Feedback | x | [x](https://mahout.apache.org/users/recommender/intro-als-hadoop.html) | |
- Weighted Matrix Factorization, SVD++ | x | |
+ Matrix Factorization with ALS | *deprecated* | [x](https://mahout.apache.org/users/recommender/intro-als-hadoop.html) | |
+ Matrix Factorization with ALS on Implicit Feedback | *deprecated* | [*deprecated*](https://mahout.apache.org/users/recommender/intro-als-hadoop.html) | |
+ Weighted Matrix Factorization, SVD++ | *deprecated* | |
||
**Classification** *with CLI Drivers*| | |
- Logistic Regression - trained via SGD | [x](http://mahout.apache.org/users/classification/logistic-regression.html) |
- Naive Bayes / Complementary Naive Bayes | | [x](https://mahout.apache.org/users/classification/bayesian.html) | [x](https://mahout.apache.org/users/algorithms/spark-naive-bayes.html) |
- Random Forest | | [x](https://mahout.apache.org/users/classification/partial-implementation.html)|
- Hidden Markov Models | [x](https://mahout.apache.org/users/classification/hidden-markov-models.html) |
- Multilayer Perceptron | x |
+ Logistic Regression - trained via SGD | [*deprecated*](http://mahout.apache.org/users/classification/logistic-regression.html) |
+ Naive Bayes / Complementary Naive Bayes | | [*deprecated*](https://mahout.apache.org/users/classification/bayesian.html) | [x](https://mahout.apache.org/users/algorithms/spark-naive-bayes.html) |
+ Hidden Markov Models | [*deprecated*](https://mahout.apache.org/users/classification/hidden-markov-models.html) |
+
||
-**Clustering** ||
+**Clustering** *with CLI Drivers*|||
Canopy Clustering | [*deprecated*](https://mahout.apache.org/users/clustering/canopy-clustering.html) | [*deprecated*](https://mahout.apache.org/users/clustering/canopy-clustering.html)|
- k-Means Clustering | [x](https://mahout.apache.org/users/clustering/k-means-clustering.html) | [x](https://mahout.apache.org/users/clustering/k-means-clustering.html) |
- Fuzzy k-Means | [x](https://mahout.apache.org/users/clustering/fuzzy-k-means.html) | [x](https://mahout.apache.org/users/clustering/fuzzy-k-means.html)|
- Streaming k-Means | [x](https://mahout.apache.org/users/clustering/streaming-k-means.html) | [x](https://mahout.apache.org/users/clustering/streaming-k-means.html) |
- Spectral Clustering | | [x](https://mahout.apache.org/users/clustering/spectral-clustering.html) |
+ k-Means Clustering | [*deprecated*](https://mahout.apache.org/users/clustering/k-means-clustering.html) | [x](https://mahout.apache.org/users/clustering/k-means-clustering.html) |
+ Fuzzy k-Means | [*deprecated*](https://mahout.apache.org/users/clustering/fuzzy-k-means.html) | [x](https://mahout.apache.org/users/clustering/fuzzy-k-means.html)|
+ Streaming k-Means | [*deprecated*](https://mahout.apache.org/users/clustering/streaming-k-means.html) | [x](https://mahout.apache.org/users/clustering/streaming-k-means.html) |
+ Spectral Clustering | | [*deprecated*](https://mahout.apache.org/users/clustering/spectral-clustering.html) |
||
**Dimensionality Reduction** *note: most scala-based dimensionality reduction algorithms are available through the [Mahout Math-Scala Core Library for all engines](https://mahout.apache.org/users/sparkbindings/home.html)*||
- Singular Value Decomposition | x | x | [x](http://mahout.apache.org/users/sparkbindings/home.html) |[x](http://mahout.apache.org/users/environment/h2o-internals.html) | [x](http://mahout.apache.org/users/flinkbindings/flink-internals.html)
+ Singular Value Decomposition | *deprecated* | *deprecated* | [x](http://mahout.apache.org/users/sparkbindings/home.html) |[x](http://mahout.apache.org/users/environment/h2o-internals.html) | [x](http://mahout.apache.org/users/flinkbindings/flink-internals.html)
Lanczos Algorithm | *deprecated* | *deprecated* |
Stochastic SVD | [x](https://mahout.apache.org/users/dim-reduction/ssvd.html) | [x](https://mahout.apache.org/users/dim-reduction/ssvd.html) | [x](http://mahout.apache.org/users/algorithms/d-ssvd.html) | [x](http://mahout.apache.org/users/algorithms/d-ssvd.html)| [x](http://mahout.apache.org/users/algorithms/d-ssvd.html)
- PCA (via Stochastic SVD) | x | x | [x](http://mahout.apache.org/users/sparkbindings/home.html) |[x](http://mahout.apache.org/users/environment/h2o-internals.html) | [x](http://mahout.apache.org/users/flinkbindings/flink-internals.html)
- QR Decomposition | x | x | [x](http://mahout.apache.org/users/algorithms/d-qr.html) |[x](http://mahout.apache.org/users/algorithms/d-qr.html) | [x](http://mahout.apache.org/users/algorithms/d-qr.html)
+ PCA (via Stochastic SVD) | *deprecated* | *deprecated* | [x](http://mahout.apache.org/users/sparkbindings/home.html) |[x](http://mahout.apache.org/users/environment/h2o-internals.html) | [x](http://mahout.apache.org/users/flinkbindings/flink-internals.html)
+ QR Decomposition | *deprecated* | *deprecated* | [x](http://mahout.apache.org/users/algorithms/d-qr.html) |[x](http://mahout.apache.org/users/algorithms/d-qr.html) | [x](http://mahout.apache.org/users/algorithms/d-qr.html)
||
**Topic Models**||
- Latent Dirichlet Allocation | x | x |
+ Latent Dirichlet Allocation | *deprecated* | *deprecated* |
||
**Miscellaneous**||
- RowSimilarityJob | | x | [x](https://github.com/apache/mahout/blob/master/spark/src/test/scala/org/apache/mahout/drivers/RowSimilarityDriverSuite.scala) |
- ConcatMatrices | | x |
- Collocations | | [x](https://mahout.apache.org/users/basics/collocations.html) |
- Sparse TF-IDF Vectors from Text | | [x](https://mahout.apache.org/users/basics/creating-vectors-from-text.html) |
+ RowSimilarityJob | | *deprecated* | [x](https://github.com/apache/mahout/blob/master/spark/src/test/scala/org/apache/mahout/drivers/RowSimilarityDriverSuite.scala)
+ Collocations | | [*deprecated*](https://mahout.apache.org/users/basics/collocations.html) |
+ Sparse TF-IDF Vectors from Text | | [*deprecated*](https://mahout.apache.org/users/basics/creating-vectors-from-text.html) |
XML Parsing| | [x](https://issues.apache.org/jira/browse/MAHOUT-1479?jql=text%20~%20%22wikipedia%20mahout%22) |
- Email Archive Parsing | | [x](https://github.com/apache/mahout/tree/master/integration/src/main/java/org/apache/mahout/text) |
- Lucene Integration | | [*deprecated*](https://mahout.apache.org/users/basics/creating-vectors-from-text.html) |
+ Email Archive Parsing | | [*deprecated*](https://github.com/apache/mahout/tree/master/integration/src/main/java/org/apache/mahout/text) |
Evolutionary Processes | [x](https://github.com/apache/mahout/tree/master/mr/src/main/java/org/apache/mahout/ep) |