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20112026
most citedReproducing Kernel Banach Spaces with the l1 Norm

55 citations · 79 across the 27 of their papers we have counts for

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Showing 2019Show all

3 papers · 1 filter

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.FA2019★ 1 cited

Multi-task Learning in Vector-valued Reproducing Kernel Banach Spaces with the Norm

Rongrong Lin, Guohui Song, Haizhang Zhang

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

cs.LG2019

On Reproducing Kernel Banach Spaces: Generic Definitions and Unified Framework of Constructions

Rongrong Lin, Haizhang Zhang, Jun Zhang

Recently, there has been emerging interest in constructing reproducing kernel Banach spaces (RKBS) for applied and theoretical purposes such as machine learning, sampling reconstru…