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Consistency of Online Random Forests

Misha Denil‚ David Matheson and Nando de Freitas

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.

Book Title
International Conference on Machine Learning (ICML)
Note
JMLR &CPW 28 (3): 1256–1264‚ 2013
Pages
1256–−1264
Year
2013