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An Efficient Nearest Neighbor Classifier Algorithm Based on Pre-classify
一种基于预分类的高效最近邻分类器算法

Keywords: Nearest neighbor classifier,Pre-classify,Classifiers combination,Small sample size problem,Face recognition
最近邻分类器
,预类别,多分类器组合,小样本问题,人脸识别

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Abstract:

A novel nearest neighbor classifier algorithm is proposed in this paper.The algorithm adopts classifiers combination to pre-classify test samples,and then reproduces new training and test sample sets.The new test samples are classified by nearest neighbor classifier.The results combined with pre-classifying ones are tested for recognition rate.In ORL face database,the experimental results prove that the algorithm outperforms traditional methods in small sample size problem.

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