78 citations · 412 across the 48 of their papers we have counts for
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math.ST2015★ 1 cited
On the Robustness of Regularized Pairwise Learning Methods Based on Kernels
Andreas Christmann, Ding-Xuan Zhou
Regularized empirical risk minimization including support vector machines plays an important role in machine learning theory. In this paper regularized pairwise learning (RPL) meth…
math.ST2015★ 6 cited
Minimax Optimal Rates of Estimation in High Dimensional Additive Models: Universal Phase Transition
Ming Yuan, Ding-Xuan Zhou
We establish minimax optimal rates of convergence for estimation in a high dimensional additive model assuming that it is approximately sparse. Our results reveal an interesting ph…