Adithya Vellal

Bregman Power k-Means for Clustering Exponential Family Data

Recent progress in center-based clustering algorithms combats poor local minima by implicit annealing through a family of generalized means. These methods are variations of Lloyd’s celebrated k-means algorithm, and are most appropriate for spherical clusters such as those arising from Gaussian data.…