Generalized locally nearest neighbor classifiers for object classification

Authors:
Wenming Zheng;Cairong Zou;Li Zhao
Affiliations:
Research Center for Science of Learning, Southeast University, Nanjing, Jiangsu, China;Engineering Research Center of Information Processing and Application, Southeast University, Nanjing, Jiangsu, China;Engineering Research Center of Information Processing and Application, Southeast University, Nanjing, Jiangsu, China
Venue:
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
Year:
2005

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Abstract

In this paper, we extend the locally nearest neighbor classifiers to tackle the nonlinear classification problems via the kernel trick. The better performance is confirmed by the handwritten zip code digits classification experiments on the US Postal Service (USPS) database.