DocumentCode
457413
Title
A Complementary Ordering Method for Class Imbalanced Problem
Author
Cheng, Hsien-Ting ; Chen, Chu-Song
Author_Institution
Inst. of Inf. Sci., Acad. Sinica, Taipei
Volume
3
fYear
0
fDate
0-0 0
Firstpage
429
Lastpage
432
Abstract
We propose a method called asymmetric bagging with vector complementary ordering (ABVCO) to handle the class unbalanced problem. The proposed approach is not dependent on artificially generated data or re-weighted data. It can avoid the synthesis of classifiers that favor the majority class. The method is applied to multi-modal biometric authentication for further raising the fusion classifier performances
Keywords
biometrics (access control); message authentication; pattern classification; asymmetric bagging; class imbalanced problem; multimodal biometric authentication; vector complementary ordering; Authentication; Bagging; Biometrics; Costs; Fusion power generation; Information science; Sampling methods; Signal synthesis; Training data;
fLanguage
English
Publisher
ieee
Conference_Titel
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location
Hong Kong
ISSN
1051-4651
Print_ISBN
0-7695-2521-0
Type
conf
DOI
10.1109/ICPR.2006.52
Filename
1699556
Link To Document