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A Local Mean-Based k-Nearest Centroid Neighbor Classifier

Gou, Jianping; Yi, Zhang; Du, Lan; Xiong, Taisong

Description

K-nearest neighbor (KNN) rule is a simple and effective algorithm in pattern classification. In this article, we propose a local mean-based k-nearest centroid neighbor classifier that assigns to each query pattern a class label with nearest local centroid mean vector so as to improve the classification performance. The proposed scheme not only takes into account the proximity and spatial distribution of k neighbors, but also utilizes the local mean vector of k neighbors from each class in...[Show more]

CollectionsANU Research Publications
Date published: 2012
Type: Journal article
URI: http://hdl.handle.net/1885/68193
Source: The Computer Journal
DOI: 10.1093/comjnl/bxr131

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