Local Maxima in the Likelihood of Gaussian Mixture Models: Structural Results and Algorithmic Consequences

Chi Jin, Yuchen Zhang, Sivaraman Balakrishnan +2

We provide two fundamental results on the population (infinite-sample) likelihood function of Gaussian mixture models with $M\ge 3$ components. Our first main result shows that t…