Minimax Rates for High-dimensional Double Sparse Structure over ${\ell }_u({\ell }_q)$-balls

Zhifan Li, Yanhang Zhang, Jianxin Yin

In this paper, we focus on the high-dimensional double sparse structure, where the parameter of interest simultaneously encourages group-wise sparsity and element-wise sparsity in…