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math.ST2014★ 47 cited
Analysis of purely random forests bias
Sylvain Arlot, Robin Genuer
Random forests are a very effective and commonly used statistical method, but their full theoretical analysis is still an open problem. As a first step, simplified models such as p…
math.ST2010★ 11 cited
Risk bounds for purely uniformly random forests
Robin Genuer
Random forests, introduced by Leo Breiman in 2001, are a very effective statistical method. The complex mechanism of the method makes theoretical analysis difficult. Therefore, a s…