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Consistency of Online Random Forests

Misha Denil, David Matheson, De Freitas Nando
;
JMLR W&CP 28 (3) : 1256–1264, 2013

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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