55 citations · 88 across the 12 of their papers we have counts for
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stat.ML2011★ 1 cited
Reproducing Kernel Banach Spaces with the l1 Norm II: Error Analysis for Regularized Least Square Regression
Guohui Song, Haizhang Zhang
A typical approach in estimating the learning rate of a regularized learning scheme is to bound the approximation error by the sum of the sampling error, the hypothesis error and t…
stat.ML2011★ 55 cited
Reproducing Kernel Banach Spaces with the l1 Norm
Guohui Song, Haizhang Zhang, Fred J. Hickernell
Targeting at sparse learning, we construct Banach spaces B of functions on an input space X with the properties that (1) B possesses an l1 norm in the sense that it is isometricall…