Likelihood Maximization and Moment Matching in Low SNR Gaussian Mixture Models

Anya Katsevich, Afonso Bandeira

We derive an asymptotic expansion for the log likelihood of Gaussian mixture models (GMMs) with equal covariance matrices in the low signal-to-noise regime. The expansion reveals a…