Consistency of Online Random Forests

Published 20 Feb 2013 in stat.ML | (1302.4853v2)

Abstract: As a testament to their success, the theory of random forests has long been outpaced by their application in practice. In this paper, we take a step towards narrowing this gap by providing a consistency result for online random forests.

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