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Here is a nice and easy to understand presentation on Random Forest by Killian Weinberger, a Professor at Cornell and expert on Deep Learning and Regression Trees.
Unlike MARS, which produces value models, Random Forests is considered a "Black Box" method in the context of machine learning...
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