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https://issues.apache.org/jira/browse/SPARK-14516?page=com.atlassian.jira.plugin.system.issuetabpanels:comment-tabpanel&focusedCommentId=15237976#comment-15237976
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Joseph K. Bradley commented on SPARK-14516:
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[~podongfeng] [~akamal] could you please coordinate?  Before implementing this, 
please post a design in a comment or linked doc to clarify the API.  It will be 
important to follow existing Evaluator classes to allow plugging it into 
CrossValidator.  Thanks!

> Clustering evaluator
> --------------------
>
>                 Key: SPARK-14516
>                 URL: https://issues.apache.org/jira/browse/SPARK-14516
>             Project: Spark
>          Issue Type: Brainstorming
>          Components: ML
>            Reporter: zhengruifeng
>            Priority: Minor
>
> MLlib does not have any general purposed clustering metrics with a ground 
> truth.
> In 
> [Scikit-Learn](http://scikit-learn.org/stable/modules/classes.html#clustering-metrics),
>  there are several kinds of metrics for this.
> It may be meaningful to add some clustering metrics into MLlib.
> This should be added as a {{ClusteringEvaluator}} class of extending 
> {{Evaluator}} in spark.ml.



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