A cluster-based merging strategy for nearest prototype classifiers

Proceedings - International Conference on Pattern Recognition

Volumn 15, Issue 2, 2000, Pages 755-758

  Mollineda, R A ^a   Ferri, F J ^b   Vidal, E ^a  

^a INSTITUTO TECNOLÓGICO DE INFORMÁTICA   (Spain)

^b UNIVERSITY OF VALENCIA   (Spain)

Author keywords

Class conditional hierarchical clustering; Cluster based condensing; Nearest neighbor classifier; Prototype merging

Indexed keywords

MERGING;

CLASSIFICATION POWER; CLASSIFICATION RULES; CLUSTER-BASED; EFFICIENT IMPLEMENTATION; HIER-ARCHICAL CLUSTERING; NEAREST NEIGHBOR CLASSIFICATION; NEAREST NEIGHBOR CLASSIFIER; PROTOTYPE-BASED LEARNING;

PATTERN RECOGNITION;

EID: 34147125048     PISSN: 10514651     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Article

References (9)

1. E. Anderson. The IRISses of the gaspe peninsula. Proc. Bull. Amer. IRIS Soc., 59:2-5, 1935.
2. J. C. Bezdek, T. R. Reichherzer, G. S. Lim, and Y. Attikiouzel. Multiple-prototype classifier design. IEEE Transactions on Systems, Man and Cybernetics, 28(1):67-79, February 1998.
3. C.-L. Chang. Finding prototypes for nearest neighbor classifiers. IEEE Transactions on Computers, 23(11):1179-1184, November 1974.
4. B. V. Dasarathy, editor. Nearest Neighbor (NN) Norms: NN Pattern Classification Techniques. IEEE Computer Society Press, Los Alamitos, CA, 1991.
5. P. Devijver and J. Kittler. Pattern Recognition: A Statistical Approach. Prentince-Hall, Englewood Cliffs, NJ, 1982.
6. P. E. Hart. The condensed nearest neighbor rule. IEEE Transactions on Information Theory, 14:515-516, May 1968.
7. R. D. King. Statlog databases. Technical report, Department of Statistics and Modelling Science. University of Strathclyde, Glasgow G1 1XH, Scotland. U.K., October 1992.
8. R. A. Mollineda, F. J. Ferri, and E. Vidal. Merged-based prototype selection for nearest neighbor classification. In Proceedings of the 4th World Multiconference on Systemics, Cybernetics and Informatics (SCI2000), Orlando, USA, July 2000. Paper Accepted.
9. F. Murtagh. A survey of recent advances in hierarchical clustering algorithms. The Comp. Journal, 26(4):354-359, 1983.