Clustering by Hill-Climbing: Consistency Results
Ery Arias-Castro, Wanli Qiao · arXiv (Cornell University) · 2022
We consider several hill-climbing approaches to clustering as formulated by Fukunaga and Hostetler in the 1970's. We study both continuous-space and discrete-space (i.e., medoid) variants and establish their consistency.