Convergence and Optimality of the EM Algorithm Under Multi-Component Gaussian Mixture Models

Xin Bing, Dehan Kong, Bingqing Li

Gaussian mixture models (GMMs) are fundamental statistical tools for modeling heterogeneous data. Due to the nonconcavity of the likelihood function, the Expectation-Maximization (…