Liang-Chi Hsieh created SPARK-5099:
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             Summary: Simplify logistic loss function and fix deviance loss 
function
                 Key: SPARK-5099
                 URL: https://issues.apache.org/jira/browse/SPARK-5099
             Project: Spark
          Issue Type: Bug
            Reporter: Liang-Chi Hsieh
            Priority: Minor


This is a minor pr where I think that we can simply take minus of margin, 
instead of subtracting margin, in the LogisticGradient.

Mathematically, they are equal. But the modified equation is the common form of 
logistic loss function and so more readable. It also computes more accurate 
value as some quick tests show.

Besides, there is a bug in computing the loss in LogLoss. This pr fixes it too.




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