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Clustering by Hill-Climbing: Consistency Results

Published 18 Feb 2022 in math.ST, math.CA, stat.ML, and stat.TH | (2202.09023v1)

Abstract: 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.

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Authors (2)

  1. Ery Arias-Castro 
  2. Wanli Qiao 

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