DocumentCode
2489179
Title
Dynamic score combination of binary experts
Author
Tronci, Roberto ; Giacinto, Giorgio ; Roli, Fabio
Author_Institution
Lab. Intell. d´´Ambiente, Pula
fYear
2008
fDate
8-11 Dec. 2008
Firstpage
1
Lastpage
4
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.
Keywords
pattern classification; binary experts; classification system; dynamic score combination; experts combination; similarity degree; Area measurement; Biometrics; Diversity reception; Heuristic algorithms; Laboratories; Noise robustness; Pattern recognition; Uncertainty;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition, 2008. ICPR 2008. 19th International Conference on
Conference_Location
Tampa, FL
ISSN
1051-4651
Print_ISBN
978-1-4244-2174-9
Electronic_ISBN
1051-4651
Type
conf
DOI
10.1109/ICPR.2008.4761804
Filename
4761804
Link To Document