Minimaxity and Efficiency in Exponential Family Regression: From Star-Shaped to Convex Constraints

Yikun Li, Guanghong Yi, Matey Neykov

This paper establishes the minimax estimation rate for nonparametric exponential family regression under star-shaped constraints. We consider a parameter space $K$ that is a star-s…