The generalized method of moments is (almost) statistically efficient in low-SNR Gaussian latent-variable models

Amnon Balanov, Tamir Bendory, Dan Edidin

We study estimation in the low signal-to-noise ratio (SNR) regime for a broad class of Gaussian latent-variable models, including Gaussian mixtures and orbit recovery problems. We…