How Many Neighbors To Consider in Pattern Pre-selection for Support Vector Classifiers?

Proceedings of the International Joint Conference on Neural Networks

Volumn 1, Issue , 2003, Pages 565-570

  Shin, Hyunjung ^a   Cho, Sungzoon ^a  

^a Seoul National University   (South Korea)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; COMPUTATIONAL METHODS; DECISION MAKING; ERROR ANALYSIS; ITERATIVE METHODS; PARAMETER ESTIMATION; PROBLEM SOLVING; QUADRATIC PROGRAMMING; SET THEORY; VECTORS;

DECISION BOUNDARIES;

PATTERN RECOGNITION;

EID: 0141684716     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (11)

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3. Ferri, F. J., Albert, J. V. and Vidal, E., "Considerations About Sample-Size Sensitivity of a Family of Edited Nearest-Neighbor Rules," IEEE Transactions on Systems, Man, and Cybernetics-Part B: Cybernetics, vol. 29, no. 4, pp. 667-672, 1999.
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7. Shin, H. J. and Cho, S., "Pattern Selection Using the Bias and Variance of Ensemble," Journal of the Korean Institute of Industrial Engineers, vol. 28, no. 1, pp. 112-127, 2002.
8. Shin, H. J. and Cho, S., "Pattern Selection For Support Vector Classifiers," Proc. of the 3rd International Conference on Intelligent Data Engineering and Automated Learning (IDEAL), Manchester, UK, pp. 469-474, 2002.
9. Shin, H. J. and Cho, S., "Fast Pattern Selection for Support Vector Classifiers," Proc. of the 7th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Seoul, Korea, in press, 2003.
10. Shin, H. J. and Cho, S., "Fast Pattern Selection Algorithm for Support Vector Classifiers: Time Complexity Analysis," Proc. of the 4th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL), Hong Kong, China, in press, 2003.
11. http://www.ics.uci.edu/̃mlearn/