基于爬山法的聚类:一致性结果

Clustering by hill-climbing: Consistency results

Annals of Statistics · 2025
被引 0
ABS 4★

中文导读

研究了Fukunaga和Hostetler在1970年代提出的几种爬山法聚类方法,包括连续空间和离散空间(medoid)变体,并证明了它们的一致性。

Abstract

We consider several hill-climbing approaches to clustering as formulated by Fukunaga and Hostetler (IEEE Trans. Inf. Theory IT-21 (1975) 32–40) in the 1970s. We study both continuous-space and discrete-space (i.e., medoid) variants and establish their consistency.

聚类分析一致性模式识别机器学习