Author: apalumbo
Date: Mon Mar 23 01:02:54 2015
New Revision: 1668507
URL: http://svn.apache.org/r1668507
Log:
updated algorithms page- marked decompositions for spark, h2o, removed CLI
references
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=1668507&r1=1668506&r2=1668507&view=diff
==============================================================================
--- mahout/site/mahout_cms/trunk/content/users/basics/algorithms.mdtext
(original)
+++ mahout/site/mahout_cms/trunk/content/users/basics/algorithms.mdtext Mon Mar
23 01:02:54 2015
@@ -1,7 +1,7 @@
Title: Algorithms
---
-*Mahout 1.0 Features by Engine (unreleased)*
+*Mahout 0.10.0 Features by Engine (unreleased)*
---
*All Single Machine and MapReduce features are available in the latest 0.9
release*
@@ -13,33 +13,33 @@ Title: Algorithms
**Mahout Interactive Shell**|
| [Interactive REPL shell for Spark optimized Mahout
DSL](http://mahout.apache.org/users/sparkbindings/play-with-shell.html) | | | x
|
||
-**Collaborative Filtering** *with CLI Drivers*|
+**Collaborative Filtering** |
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 | |
||
-**Classification** *with CLI Drivers*| | |
+**Classification** | | |
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 |
||
-**Clustering** *with CLI Drivers*||
+**Clustering** ||
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) |
||
-**Dimensionality Reduction** *with CLI Drivers - 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 | |
+**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/sparkbindings/home.html)
Lanczos Algorithm | x | x |
- Stochastic SVD |
[x](https://mahout.apache.org/users/dim-reduction/ssvd.html) |
[x](https://mahout.apache.org/users/dim-reduction/ssvd.html) | |
- PCA (via Stochastic SVD) | x | x | |
- QR Decomposition | x | x | |
+ 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/sparkbindings/home.html) |
[x](http://mahout.apache.org/users/sparkbindings/home.html)
+ PCA (via Stochastic SVD) | x | x |
[x](http://mahout.apache.org/users/sparkbindings/home.html)
|[x](http://mahout.apache.org/users/sparkbindings/home.html)
+ QR Decomposition | x | x |
[x](http://mahout.apache.org/users/sparkbindings/home.html)
|[x](http://mahout.apache.org/users/sparkbindings/home.html)
||
**Topic Models**||
Latent Dirichlet Allocation | x | x |
