Mean and variance estimation in high-dimensional heteroscedastic models with non-convex penalties

James Sharpnack, Mladen Kolar

Despite its prevalence in statistical datasets, heteroscedasticity (non-constant sample variances) has been largely ignored in the high-dimensional statistics literature. Recently,…