. The relevant statistical properties are derived, and the useful results related to the convexity and concavity are …

We propose simultaneous mean-variance regression for the linear estimation and approximation of conditional mean … outcome across the support of conditioning variables by using weights that are jointly determined with mean regression … conditional mean and variance functions, we establish existence and uniqueness of the resulting approximations and characterize …