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Two rookie questions about randomforest

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Hi,

  1. I have experimented with implementing Random Forests with Salford Predictive Modeler, and the R libraries randomForest and caret. Salford Predictive Modeler regularly yields higher r2 values than I can produce using the R tools. Does anyone have any idea why?

  2. I would expect model r2 to go up consistently with the number of predictors used. But I frequently find that the strongest model uses only a few predictors, and r2 goes down as I add more. How can this be?

Thanks a lot!

submitted by youreok
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