most citedOptimal Convergence Rates of Deep Convolutional Neural Networks: Additive Ridge Functions

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math.ST2022★ 1 cited

Minimax Optimal Deep Neural Network Classifiers Under Smooth Decision Boundary

Tianyang Hu, Ruiqi Liu, Zuofeng Shang +1

Deep learning has gained huge empirical successes in large-scale classification problems. In contrast, there is a lack of statistical understanding about deep learning methods, par…