53 citations · 59 across the 4 of their papers we have counts for
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cs.LG2012★ 2 cited
Gene selection with guided regularized random forest
Houtao Deng, George Runger
The regularized random forest (RRF) was recently proposed for feature selection by building only one ensemble. In RRF the features are evaluated on a part of the training data at e…
cs.LG2012★ 53 cited
Feature Selection via Regularized Trees
Houtao Deng, George Runger
We propose a tree regularization framework, which enables many tree models to perform feature selection efficiently. The key idea of the regularization framework is to penalize sel…