Ensemble Models

Introducing the Consensus Modeling Concept in Genetic Algorithms: Application to Interpretable Discriminant Analysis

Milan Ganguly, Nathan Brown, Ansgar Schuffenhauer, Peter Ertl, Valerie J. Gillet, and Paulette A. Greenidge

J. Chem. Inf. Model., 46(5), 2110 - 2124, 2006. Get Paper

Combinatorial QSAR Modeling of P-Glycoprotein Substrates

Patricia de Cerqueira Lima, Alexander Golbraikh, Scott Oloff, Yunde Xiao, and Alexander Tropsha

J. Chem. Inf. Model., 46 (3), 1245 -1254, 2006. Get Paper

Boosting: An Ensemble Learning Tool for Compound Classification and QSAR Modeling

Vladimir Svetnik, Ting Wang, Christopher Tong, Andy Liaw, Robert P. Sheridan, and Qinghua Song

J. Chem. Inf. Model., 45 (3), 786 -799, 2005. Get Paper

Chance Correlation in Variable Subset Regression: Influence of the Objective Function, the Selection Mechanism, and Ensemble Averaging

Knut Baumann

QSAR Comb. Sci., 24 (9), 1033-1046, 2005. Get Paper

Ensemble methods and partial least squares regression

Bjørn-Helge Mevik , Vegard H. Segtnan, and Tormod Næs

J. Chemom., 18(11), 498-507, 2005. Get Paper