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)
|
