[jira] [Created] (MAHOUT-1344) Self-Organizing Map algorithm (batch version)

["Álvaro Pérez Alarcón (JIRA)" <ji...@apache.org>]

Álvaro Pérez Alarcón created MAHOUT-1344:
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             Summary: Self-Organizing Map algorithm (batch version)
                 Key: MAHOUT-1344
                 URL: https://issues.apache.org/jira/browse/MAHOUT-1344
             Project: Mahout
          Issue Type: New Feature
          Components: Clustering
    Affects Versions: 0.8
            Reporter: Álvaro Pérez Alarcón
            Priority: Minor
             Fix For: 0.8


Good morning.
As part of my final year project, I have implemented a new module for Apache Mahout, implementing Kohonen's self-organizing map algorithm, in its batch version.

The work is already done, and I will proceed to submit a patch ASAP. It was developed over Mahout 0.8.
The patch includes unit tests and the algorithm was successfully used in a Hadoop cluster to cluster two big datasets. Results can be seen in [this image gallery|http://imgur.com/a/DlgRT].

The implementation uses the generic clustering algorithms implemented in the ClusterIterator class. Minor changes were made to this and other related classes to support some of the features, without affecting the execution of other algorithms.

The algorithm supports convergence and the ability to resume a work at a given iteration (mainly, in order to initialize KohonenBatchClusteringPolicy with a given iteration number, althought it also affects the names of the output directories).



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