In search of deterministic methods for initializing K-means and Gaussian mixture clustering

Abstract

The performance of K-means and Gaussian mixture model (GMM) clustering depends on the initial guess of partitions. Typically, clustering algorithms are initialized by random starts. In our search for a deterministic method, we found two promising app