Convex Regression in Multidimensions: Suboptimality of Least Squares Estimators

Gil Kur, Fuchang Gao, Adityanand Guntuboyina +1

Under the usual nonparametric regression model with Gaussian errors, Least Squares Estimators (LSEs) over natural subclasses of convex functions are shown to be suboptimal for esti…