An improved kernel feature extraction method and its application to face recognition

Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics

Volumn 20, Issue 1, 2008, Pages 61-65

  Lin, Yusheng ^a   Zheng, Yujie ^a,b   Yang, Jingyu ^a  

^a NANJING UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b CHINA ELECTRONICS TECHNOLOGY GROUP CORPORATION   (China)

Author keywords

Face recognition; Feature extraction; Kernel function; Null space

Indexed keywords

ALGORITHMS; DATABASE SYSTEMS; FEATURE EXTRACTION; IMAGE PROCESSING;

FEATURE SPACE; FISHER DISCRIMINANT MINIMAL CRITERION; KERNEL CLASS SCATTER; KERNEL DISCRIMINANT VECTOR; KERNEL FUNCTION; KERNEL TRICK; NONLINEAR KERNEL MAPPING; NULL SPACE;

FACE RECOGNITION;

EID: 42949120537     PISSN: 10039775     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (11)

1. Wilks S S. Mathematical statistics [M]. New York: Wiley, 1962
2. Gan Junying, Zhang Youwei. Generalized kernel Fisher optimal discriminant in pattern recognition [J]. Pattern Recognition and Artificial Intelligence, 2002, 15 (4): 429-433 (in Chinese)
3. Mika Sebastian, Kätsch Gunnar, Weston Jason, et al. Fisher discriminant analysis with kernels [C] //Proceedings of IEEE International Workshop on Neural Networks for Singal Processing. Madison, Wisconsin, 1999: 41-48
4. Roth Volker, Steinhage Volker. Nonlinear discriminant analysis using kernel functions [C] //Proceedings of Neural Information Processing Systems, Denver, 1999: 568-574
5. Baudat G, Anouar F. Generalized discriminant analysis using a kernel approach [J]. Neural Computation, 2000, 12 (10): 2385-2404
6. Müller Klaus-Robert, Mika Sebastian, Rätsch Gunnar, et al. An introduction to kernel-based learning algorithms [J]. IEEE Transactions Neural Networks, 2001, 12 (2): 181-201
7. Schölkopf Bernhard, Smola Alexander, Muller Klaus Robert. Nonlinear component analysis as a kernel eigenvalue problem [J]. Neural Computation, 1998, 10 (5): 1299-1319
8. Xu Yong, Lu Jianfeng, Yang Jingyu. A novel method on face recognition [J]. Journal of System Simulation, 2004, 16 (1): 14-16 (in Chinese)
9. Liu Ke, Cheng Yongqing, Yang Jingyu. An efficient algorithm for Foley-Summon optimal set of discriminant vectors by algebraic method [J]. International Journal of Pattern Recognition and Artificial Intelligence, 1992, 6 (5): 817-829
10. Chen Li-Fen, Hong-Yuan, Liao Mark, et al. A new LDA-based face recognition system which can solve the small sample size problem [J]. Pattern Recognition, 2000, 33 (10): 1713-1726
11. Cheng Yunpeng. Matrix theory [M]. Xi'an: Northwestern Polytechnical University Press, 1989 (in Chinese)