Github user manishamde commented on the pull request:

    https://github.com/apache/spark/pull/2595#issuecomment-58553154
  
    @jkbradley Agree on the RF and boosting parameters. 
    
    Should we keep the treeAggregate option as an option in the tree code 
instead of reviving it later? Boosting is coming up soon and lot of folks use 
shallow trees for exploratory purposes before building deeper ones. The loss in 
performance is greater than 20% in some cases. I agree with the conclusion to 
do a distributed aggregate by default but we should probably consider having a 
heuristic to use the treeAggregate when suitable.


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