Multiple-prototype classifier design
Published in IEEE Transactions on Systems Man and Cybernetics Part C (Applications and Reviews) • Jan 1, 1998
NobleIDNI4P56W70R20S04
Authors:,,
James C. Bezdek
Thomas Reichherzer
G. Lim
Abstract
Five methods that generate multiple prototypes from labeled data are reviewed. Then we introduce a new sixth approach, which is a modification of Chang's (1974) method. We compare the six methods with two standard classifier designs: the 1-nearest prototype (1-np) and 1-nearest neighbor (1-nn) rules...
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