Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/6905#issuecomment-113695171
  
    @viirya Could you also please document the meaning of the various metrics 
in RegressionEvaluator?  Users will be surprised that those values are negated. 
 The doc can go in the "metricName" Param Scala/Python doc.  Thanks!


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