Ding‐Xuan Zhou

Learning Theory Estimates via Integral Operators and Their Approximations

Steve Smale, Ding‐Xuan Zhou · Constructive Approximation · 2007 · 572 citations

Engineering, Computational Learning Theory, Algorithmic Learning +4

Universality of deep convolutional neural networks

Ding‐Xuan Zhou · Applied and Computational Harmonic Analysis · 2019 · 518 citations

Convolutional Neural Network, Deep Neural Networks, Engineering +5

The covering number in learning theory

Ding‐Xuan Zhou · Journal of Complexity · 2002 · 317 citations

Covering Problems, Engineering, Computational Learning Theory +3

ESTIMATING THE APPROXIMATION ERROR IN LEARNING THEORY

Steve Smale, Ding‐Xuan Zhou · Analysis and Applications · 2003 · 259 citations

Spectral Theory, Kernel Hilbert Space, Engineering +13

Learning Rates of Least-Square Regularized Regression

Qiang Wu, Yiming Ying, Ding‐Xuan Zhou · Foundations of Computational Mathematics · 2005 · 252 citations

Engineering, Machine Learning, High-dimensional Method +6