High-dimensional Joint Sparsity Random Effects Model for Multi-task Learning

Krishnakumar Balasubramanian, Kai Yu, Tong Zhang

Joint sparsity regularization in multi-task learning has attracted much attention in recent years. The traditional convex formulation employs the group Lasso relaxation to achieve…