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Dec, 2019
基于超球密度的方法确定K-Means聚类中簇的数量
Identifying the number of clusters for K-Means: A hypersphere density based approach
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Sukavanan Nanjundan, Shreeviknesh Sankaran, C. R. Arjun, G. Paavai Anand
TL;DR
本研究提出了一种基于聚类超球密度的方法,以解决之前使用的需要事先知道簇的数量的方法的合适性瓶颈,该方法可以在不依赖过多参数的情况下获得可靠且鲁棒的聚类结果。
Abstract
Application of
k-means algorithm
is restricted by the fact that the
number of clusters
should be known beforehand. Previously suggested methods to solve this problem are either ad hoc or require parametric assump
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