Analytically tractable case of fuzzy c-means clustering

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摘要

In this paper, we offer a simple and accurate clustering algorithm which was derived as a closed-form analytical solution to a cluster fit function minimization problem. As a result, the algorithm finds the global minimum of the fit function, and combines exceptional efficiency with optimal clustering results.

论文关键词:Clustering,Fuzzy c-means,Hankel matrix,Optimization

论文评审过程:Received 20 October 2004, Revised 6 June 2005, Accepted 6 June 2005, Available online 15 August 2005.

论文官网地址:https://doi.org/10.1016/j.patcog.2005.06.005