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math.FA2019
Vector-valued Reproducing Kernel Banach Spaces with Group Lasso Norms
Liangzhi Chen, Haizhang Zhang, Jun Zhang
Focusing on establishing a mathematical basis for kernel methods in sparse multi-task learning, we explore the theory of vector-valued reproducing kernel Banach spaces (RKBSs) endo…
math.FA2011★ 2 cited
Vector-valued Reproducing Kernel Banach Spaces with Applications to Multi-task Learning
Haizhang Zhang, Jun Zhang
Motivated by multi-task machine learning with Banach spaces, we propose the notion of vector-valued reproducing kernel Banach spaces (RKBS). Basic properties of the spaces and the…