Github user actuaryzhang commented on a diff in the pull request:

    https://github.com/apache/spark/pull/16131#discussion_r90965352
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/GeneralizedLinearRegression.scala
 ---
    @@ -505,7 +505,7 @@ object GeneralizedLinearRegression extends 
DefaultParamsReadable[GeneralizedLine
         override def initialize(y: Double, weight: Double): Double = {
           require(y >= 0.0, "The response variable of Poisson family " +
             s"should be non-negative, but got $y")
    -      y
    +      y + 0.1
    --- End diff --
    
    @srowen I verified that the following approaches give the same results for 
a few data sets 
    a)`y + 0.1`
    b) `if (y == 0) y + 0.1 else y`
    c)` math.max(0.1, y)`
    Which one do you want to use, c)? 


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