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Initial Cluster Centers Choice Algorithm for K-means Based on Neighborhood Model
基于邻域模型的K-means初始聚类中心选择算法

Keywords: Neighborhood model,Initial cluster centers,K-means clustering,Rough set
邻域模型
,初始聚类中心,K-means聚类,粗糙集

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Abstract:

The traditional K-means algorithm considered as a simple method has been widely discussed and applied in pattern recognition and machine learning.However,K-means algorithm can not guarantee unique clustering result because initial cluster centers are chosen randomly,moreover,choosing initial cluster centers is extremely important as it has a direct impact on the formation of final clusters.In this paper,concepts of coupling and division are defined by using low approximation and upper approximation of objec...

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