Minimax and adaptive estimation of general linear functionals under sparsity

Jie Xie, Dongming Huang

We study nonasymptotic minimax estimation of the linear functional $L(\theta )={\eta }^{\top }\theta$ for a high-dimensional $s$-sparse mean vector with an arbitrary loading vector $\eta$. For symmetric…