Optimal linear regression on classifier outputs - Archive ouverte HAL Access content directly
Conference Papers Year : 1997

Optimal linear regression on classifier outputs

Abstract

We consider the combination of the outputs of several classifiers trained independently for the same discrimination task. We introduce new results which provide optimal solutions in the case of linear combinations. We compare our solutions to existing ensemble methods and characterize situations where our approach should be preferred.

Dates and versions

hal-01649040 , version 1 (27-11-2017)

Identifiers

Cite

Yann Guermeur, Florence d'Alché-Buc, Patrick Gallinari. Optimal linear regression on classifier outputs. ICANN'97 - 7th International Conference of Artificial Neural Networks, Oct 1997, Lausanne, Switzerland. pp.481-486, ⟨10.1007/BFb0020201⟩. ⟨hal-01649040⟩
31 View
0 Download

Altmetric

Share

Gmail Facebook X LinkedIn More