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What is Mixed Bregman Clustering Techniques about?

This document proposes a new clustering algorithm called mixed Bregman clustering that generalizes previous work in two ways: 1. It extends Bregman seeding, a technique for initializing cluster centroids, to use any Bregman divergence. This provides theoretical approximation guarantees similar to previous work but with an additional factor depending on the divergence. 2. It handles the asymmetry of Bregman divergences by using two centroids per cluster - one for each direction of the divergence. This avo

Author

Soumya Das

Language

EN