Consistency of Online Random Forests
Machine Learning
2013-05-09 v2
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.
Cite
@article{arxiv.1302.4853,
title = {Consistency of Online Random Forests},
author = {Misha Denil and David Matheson and Nando de Freitas},
journal= {arXiv preprint arXiv:1302.4853},
year = {2013}
}
Comments
To appear in Proceedings of the 30th International Conference on Machine Learning, 2013