Github user coderxiang commented on the pull request:

    https://github.com/apache/spark/pull/458#issuecomment-41178782
  
    @yinxusen thanks for the testing. 
     - For lasso, the label actually does not matter since it is a regression 
model. I'll take care of this in Logistic regression.
     - The normalization is a good point. However, maybe it is better to give a 
separate procedure for this, since normalization may be required by more than 
just Lasso.
    
    For the convergence issue of SGD, I guess more complicated SGD algorithm 
(like dual averaging) may solve this problem.


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