Multi-task Learning in Vector-valued Reproducing Kernel Banach Spaces with the ${\ell }^1$ Norm

Rongrong Lin, Guohui Song, Haizhang Zhang

Targeting at sparse multi-task learning, we consider regularization models with an ${\ell }^1$ penalty on the coefficients of kernel functions. In order to provide a kernel method for…