Github user zhengruifeng commented on the issue:

    https://github.com/apache/spark/pull/16654
  
    I think now clustering metrics are not that general, comparing with 
classification/regression metrics:
    WSSSE only apply to `KMeans` and `BiKMeans`
    Loglikelihood only apply to `GMM`
    
    I had opened a jira about clusteringEvaluator 
https://issues.apache.org/jira/browse/SPARK-14516, which may add metrics 
included in scikit-learn 
http://scikit-learn.org/stable/modules/classes.html#module-sklearn.metrics.cluster
    
    @yanboliang @jkbradley What's your opinion?


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