Optimal species distinction by discriminant analysis: Comparing established methods of character selection with a combination procedure using ant morphometrics as a case study

Abstract

We compare the performances of established means of character selection for discriminant analysis in species distinction with a combination procedure for finding the optimal character combination (minimum classification error, minimum number of required characters), using morphometric data sets from the ant genera Cardiocondyla, Lasius and Tetramorium. The established methods are empirical character selection as well as forward selection, backward elimination and stepwise selection of discriminant analysis. The combination procedure is clearly superior to the established methods of character selection, and is widely applicable. © 2007 The Authors Journal compilation 2007 Blackwell Verlag.