KPCA plus LDA swMATH ID: 8766 Software Authors: Yang, J.; Frangi, A. F.; Yang, J.; Zhang, D.; Jin, Z. Description: KPCA plus LDA: a complete kernel Fisher discriminant framework for feature extraction and recognition. This paper examines the theory of kernel Fisher discriminant analysis (KFD) in a Hilbert space and develops a two-phase KFD framework, i.e., kernel principal component analysis (KPCA) plus Fisher linear discriminant analysis (LDA). This framework provides novel insights into the nature of KFD. Based on this framework, the authors propose a complete kernel Fisher discriminant analysis (CKFD) algorithm. CKFD can be used to carry out discriminant analysis in ”double discriminant subspaces.” The fact that, it can make full use of two kinds of discriminant information, regular and irregular, makes CKFD a more powerful discriminator. The proposed algorithm was tested and evaluated using the FERET face database and the CENPARMI handwritten numeral database. The experimental results show that CKFD outperforms other KFD algorithms Homepage: http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=1374869 Related Software: FERET; UCI-ml; CMU PIE; Yale Face; ORL face; ElemStatLearn; AR face; COIL-20; COIL-100; SIFT; FRGC; JDQZ; JDQR; CENPARMI; ROBPCA; PolyU palmprint; PCA-SIFT; PRMLT; MVSNet; tproduct Cited in: 57 Publications all top 5 Cited by 150 Authors 5 Zhang, Zhao 5 Zhao, Mingbo 4 Chow, Tommy W. S. 4 Yang, Jingyu 3 Zhang, David D. 2 Debruyne, Michiel 2 Du, Minghui 2 Fan, Liya 2 Gong, Weiguo 2 He, Jiazhong 2 Kwak, Nojun 2 Li, Bing 2 Pitas, Ioannis 2 Rueda, Luis G. 2 Song, Xiaoning 2 Yang, Xibei 2 Zafeiriou, Stefanos P. 2 Zhang, Di 1 Abusham, Eimad E. 1 Ahmad, M. Omair 1 An, Senjian 1 Bai, Lan 1 Chen, Dirong 1 Chen, Ju-Chin 1 Chen, Yufei 1 Chen, Zhaoliang 1 Cheng, En 1 Chu, Shu-Chuan 1 Chu, Wen-Sheng 1 Chung, Fu-Lai 1 Cui, Yan 1 Dai, Daoqing 1 Dai, Guang 1 Das, Koel 1 Deng, Naiyang 1 Dornaika, Fadi 1 Fang, Tao 1 Feng, Jufu 1 Gader, Paul D. 1 Gao, Jianqiang 1 Ge, Hongwei 1 Ge, Shuzhi Sam 1 Gu, Xiaohua 1 Henríquez, Claudio 1 Heo, Gyeongyong 1 Herrera, Myriam 1 Hsu, Ming-Chai 1 Huang, Deshuang 1 Huang, Kaizhu 1 Huang, Wei 1 Hubert, Mia 1 Jing, Xiaoyuan 1 Kao, Wen-Chung 1 King, Irwin 1 Lan, Chao 1 Li, Chengrong 1 Li, Chunna 1 Li, Junbao 1 Li, Li 1 Li, Qin 1 Li, Sheng 1 Li, Weihong 1 Li, Xilin 1 Li, Xueqiang 1 Liang, Yixiong 1 Lien, Jenn-Jier James 1 Lin, Zhouchen 1 Liu, Liming 1 Liu, Wanquan 1 Liu, Yanfei 1 Liu, Zi 1 Lu, Gui-Fu 1 Luo, Zhongliang 1 Lyu, Michael R. 1 Mandal, Tanaya 1 Nenadic, Zoran 1 Nie, Feiping 1 Nikolaidis, Nikos 1 Nikolopoulos, Spiros 1 Oh, Jiyong 1 Onwubolu, Godfrey C. 1 Oommen, B. John 1 Paliwal, Kuldip K. 1 Pan, Jengshyang 1 Pan, Yaozhang 1 Pan, Yingjun 1 Qian, Yuntao 1 Ren, Yingchun 1 Ruichek, Yassine 1 Shao, Yuanhai 1 Sharma, Alok 1 Shi, Pengfei 1 Song, Yangqiu 1 Sun, Quansen 1 Tang, Hong 1 Tang, Xiaoou 1 Tang, Zhenmin 1 Tefas, Anastasios 1 Van Horebeek, Johan 1 Venkatesh, Svetha ...and 50 more Authors all top 5 Cited in 15 Serials 33 Pattern Recognition 4 Information Sciences 4 Neural Networks 4 Signal Processing 2 Mathematical Problems in Engineering 1 Computers & Mathematics with Applications 1 Journal of Multivariate Analysis 1 Circuits, Systems, and Signal Processing 1 New Generation Computing 1 Computational Statistics and Data Analysis 1 Soft Computing 1 PAA. Pattern Analysis and Applications 1 Discrete Dynamics in Nature and Society 1 International Journal of Applied Mathematics and Computer Science 1 Advances in Data Analysis and Classification. ADAC all top 5 Cited in 7 Fields 47 Computer science (68-XX) 20 Statistics (62-XX) 7 Information and communication theory, circuits (94-XX) 3 Linear and multilinear algebra; matrix theory (15-XX) 1 Operator theory (47-XX) 1 Probability theory and stochastic processes (60-XX) 1 Systems theory; control (93-XX) Citations by Year