Maximum Likelihood Estimates for Gaussian Mixtures Are Transcendental

Carlos Améndola, Mathias Drton, Bernd Sturmfels

Gaussian mixture models are central to classical statistics, widely used in the information sciences, and have a rich mathematical structure. We examine their maximum likelihood es…