Feature kernel functions: Improving SVMs using high-level knowledge

Proceedings - 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition, CVPR 2005

Volumn II, Issue , 2005, Pages 177-183

  Sun, Qiang ^a   DeJong, Gerald ^a  

^a University of Illinois ^*  (United States)

Author keywords

[No Author keywords available]

Indexed keywords

DATABASE SYSTEMS; IMAGE PROCESSING; KNOWLEDGE REPRESENTATION; LEARNING SYSTEMS; NATURAL LANGUAGE PROCESSING SYSTEMS; PERSONNEL TRAINING;

EXPLANATION BASED LEARNING (EBL); KERNEL FUNCTIONS; LEARNING TASK; SVM;

FUNCTIONS;

EID: 24644508030     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/cvpr.2005.157     Document Type: Conference Paper

References (9)

1. Schölkopf, B., & Smola, A. J. (2002). Learning With Kernels, Cambridge, MA: MIT Press.
2. DeJong, G. (2004) Explanation-Based Learning. In A. Tucker (Editor-in-Chief), Computer Science Handbook, second ed., Chapman and Hall/CRC and ACM, p.68.1- 68.18
3. Russell, S. J. & Norvig, P. (1995). Artificial Intelligence. A Modern Approach, Prentice-Hall.
4. Ponce, J., & Forsyth, D. A. (2002). Computer Vision: A Modern Approach. Prentice Hall.
5. Cristianini, N., Shawe-Taylor, J., Elisseeff, A., & Kandola, J. (2002). On Kernel-Target Alignment, in Advances in Neural Information Processing Systems (NIPS) 14, 367-373.
6. Ong, C. S., Smola, & A. J. (2003). Machine Learning with Hyperkernels. Machine Learning, Proceedings of the Twentieth International Conference(ICML). 568-575.
7. Kandola, J., Shawe-Taylor, J., & Cristianini, N. (2002). Optimizing kernel alignment over combinations of kernels. NeuroCOLT Technical Report NC-TR-02-121
8. Saito, T., Yamada, H. & Yamamoto K. (1985). On the data base ETL 9 of handprinted characters in JIS Chinese characters and its analysis. IEICE Transactions, J68-D(4): 75 7-764.
9. Dong, J. X., Krzyzak, A., & Suen, C.Y. (2003) High accuracy handwritten Chinese character recognition using support vector machine. Proceedings of International Workshop on Artitifical Neural Networks on Pattern Recognition.