18 citations · 52 across the 23 of their papers we have counts for
4 papers · 1 filter
Radial Basis Function Approximation with Distributively Stored Data on Spheres
Han Feng, Shao-Bo Lin, Ding-Xuan Zhou
This paper proposes a distributed weighted regularized least squares algorithm (DWRLS) based on spherical radial basis functions and spherical quadrature rules to tackle spherical…
Nyström Regularization for Time Series Forecasting
Zirui Sun, Mingwei Dai, Yao Wang +1
This paper focuses on learning rate analysis of Nyström regularization with sequential sub-sampling for -mixing time series. Using a recently developed Banach-valued Bernstein i…
Generalization Performance of Empirical Risk Minimization on Over-parameterized Deep ReLU Nets
Shao-Bo Lin, Yao Wang, Ding-Xuan Zhou
In this paper, we study the generalization performance of global minima for implementing empirical risk minimization (ERM) on over-parameterized deep ReLU nets. Using a novel deepe…
Universal Consistency of Deep Convolutional Neural Networks
Shao-Bo Lin, Kaidong Wang, Yao Wang +1
Compared with avid research activities of deep convolutional neural networks (DCNNs) in practice, the study of theoretical behaviors of DCNNs lags heavily behind. In particular, th…