Sharp minimax optimality of LASSO and SLOPE under double sparsity assumption

Zhifan Li, Yanhang Zhang, Jianxin Yin

This paper introduces a rigorous approach to establish the sharp minimax optimalities of both LASSO and SLOPE within the framework of double sparse structures, notably without rely…