61 citations
- Arizona State UniversityUS7 papers
- University of MichiganUS4 papers
- California Institute of TechnologyUS3 papers
- University of ArizonaUS3 papers
- University of Illinois Urbana-ChampaignUS3 papers
- Centre National de la Recherche ScientifiqueFR2 papers
- IBM Research - HaifaIL2 papers
- Institut de Recherche en Informatique et Systèmes AléatoiresFR2 papers
- Jet Propulsion LaboratoryUS2 papers
- OpticaUS2 papers
- Rutgers, The State University of New JerseyUS2 papers
- Université de RennesFR2 papers
Showing 2012Show all
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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…