Move Reference Clustering implementations to core
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                 Key: MAHOUT-307
                 URL: https://issues.apache.org/jira/browse/MAHOUT-307
             Project: Mahout
          Issue Type: Improvement
    Affects Versions: 0.4
            Reporter: Robin Anil
            Assignee: Robin Anil
             Fix For: 0.4


Current Reference K-Means, FuzzyK, Canopy etc  are having duplicate code in 
examples and in tests. 
* Idea is to move everything to the Clusterer class and reuse it.
* It can also serve as in-memory implementation

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