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

    https://github.com/apache/spark/pull/16344#discussion_r93486159
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/GeneralizedLinearRegression.scala
 ---
    @@ -303,14 +341,15 @@ object GeneralizedLinearRegression extends 
DefaultParamsReadable[GeneralizedLine
     
       /** Set of family and link pairs that GeneralizedLinearRegression 
supports. */
       private[regression] lazy val supportedFamilyAndLinkPairs = Set(
    -    Gaussian -> Identity, Gaussian -> Log, Gaussian -> Inverse,
    -    Binomial -> Logit, Binomial -> Probit, Binomial -> CLogLog,
    -    Poisson -> Log, Poisson -> Identity, Poisson -> Sqrt,
    -    Gamma -> Inverse, Gamma -> Identity, Gamma -> Log
    +    "gaussian" -> Identity, "gaussian" -> Log, "gaussian" -> Inverse,
    --- End diff --
    
    @yanboliang  The member object (in `GeneralizedLinearRegressionBase`) won't 
be accessible in `Family`, right? The method `Family.fromName($(family))` uses 
global objects like `Poisson`, `Gamma` etc. To use  `Family.fromName`, I need 
to create a `Tweedie` global object. Then we are back to the issue that @srowen 
pointed out of setting `variancePower` of the global object. Please advise. 
Thanks. 


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