Chelsea Zhang created SPARK-8468:
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             Summary: Cross-validation with RegressionEvaluator prefers higher 
RMSE
                 Key: SPARK-8468
                 URL: https://issues.apache.org/jira/browse/SPARK-8468
             Project: Spark
          Issue Type: Bug
          Components: ML
    Affects Versions: 1.4.0
            Reporter: Chelsea Zhang


Please correct me if I'm wrong, but RegressionEvaluator seems to implement the 
evaluate() method backwards. The interface expects higher return values from 
evaluate() to indicate better models. RegressionEvaluator returns RMSE by 
default - a value we should try to minimize.



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