Consistency of Online Random Forests

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Misha Denil, David Matheson, Nando Freitas ;
Proceedings of the 30th International Conference on Machine Learning, PMLR 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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