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A Fast Feature-based Dimension Reduction Algorithm for Kernel Classifiers

โœ Scribed by Senjian An; Wanquan Liu; Svetha Venkatesh; Ronny Tjahyadi


Publisher
Springer US
Year
2006
Tongue
English
Weight
184 KB
Volume
24
Category
Article
ISSN
1370-4621

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The nearest neighbor rule or k-nearest neighbor rule is a technique of nonparametric pattern recognition. Its algorithm is simple and the error is smaller than twice the Bayes error if there are enough training samples. However, it requires an enormous amount of computation, proportional to the numb