Github user jkbradley commented on the pull request:

    https://github.com/apache/spark/pull/7134#issuecomment-117337321
  
    The best libraries out there implement TreeBoost, which extends the basic 
GBT algorithm we have in Spark.  That's in JIRA form for now.  I'll leave the 
comparison as a to-do.


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