Dynamic score combination of binary experts

TitleDynamic score combination of binary experts
Publication TypeConference Paper
Year of Publication2008
AuthorsTronci, R, Giacinto, G, Roli, F
Conference Name19th International Conference on Pattern Recognition (ICPR 2008)
Date Published08/12/2008
PublisherIEEE Computer Society Press
Conference LocationTampa (Florida, USA)
Keywordsmcs00, mcs01
Abstract

The combination of experts is used to improve the performance of a classification system. In this paper we propose three dynamic score combination techniques that embed the selection and the fusion approach for combining experts. The proposed techniques are designed to combine binary experts that output a score measuring the degree of similarity to the positive class. Reported results on two biometric dataset show the effectiveness of the proposed techniques in terms of AUC and EER.

Citation Key 310