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A New Nearest Centroid Neighbor Classifier Based on K Local Means Using Harmonic Mean Distance

A New Nearest Centroid Neighbor Classifier Based on K Local Means Using Harmonic Mean Distance

The K-nearest neighbour classifier is very effective and simple non-parametric technique in pattern classification; however, it only considers the distance closeness, but not the geometricalplacement of the k neighbors. Also, its classification performance is highly influenced by the neighborhood size k and existing outliers. In this paper, we propose a …