The interplay of signal-to-noise ratio and variance misspecification in Gaussian mixtures

Vladimir Serov, Amnon Balanov, Tamir Bendory

We study estimation and clustering in Gaussian mixture models under variance misspecification. Observations are generated with true variance $\ddot{I}{ƒ}^2$, while the component means are e…