TY - GEN
T1 - Discriminant feature fusion strategy for supervised learning
AU - Li, Jun Bao
AU - Chu, Shu Chuan
AU - Chang, Jung Chou Harry
AU - Pan, Jeng Shyang
PY - 2006/12/1
Y1 - 2006/12/1
N2 - An efficient fusion strategy called discriminant feature fusion strategy for supervised learning is proposed to seek the optimal fusion coefficients of feature fusion. Contributions of this paper lie in: 1) creating a constrained optimization problem based on maximum margin criterion for solving the optimal fusion coefficients, which causes that fused data has the largest class discriminant in the fused feature space; 2) keeping an unique solution of optimization problem by transforming the optimization problem to an eigenvalue problem, which causes the fusion strategy to reach a consistent performance. Besides of the detailed theory derivation, many experimental evaluations also are presented in this paper.
AB - An efficient fusion strategy called discriminant feature fusion strategy for supervised learning is proposed to seek the optimal fusion coefficients of feature fusion. Contributions of this paper lie in: 1) creating a constrained optimization problem based on maximum margin criterion for solving the optimal fusion coefficients, which causes that fused data has the largest class discriminant in the fused feature space; 2) keeping an unique solution of optimization problem by transforming the optimization problem to an eigenvalue problem, which causes the fusion strategy to reach a consistent performance. Besides of the detailed theory derivation, many experimental evaluations also are presented in this paper.
UR - http://www.scopus.com/inward/record.url?scp=40349087427&partnerID=8YFLogxK
U2 - 10.1109/IIH-MSP.2006.265003
DO - 10.1109/IIH-MSP.2006.265003
M3 - Conference contribution
AN - SCOPUS:40349087427
SN - 0769527450
SN - 9780769527451
T3 - Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006
SP - 301
EP - 304
BT - Proceedings - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006
CY - United States of America
T2 - 2006 International Conference on Intelligent Information Hiding and Multimedia Signal Processing, IIH-MSP 2006
Y2 - 18 December 2006 through 20 December 2006
ER -