Learning Theory, Deep Learning, Distributed Optimization, Data Science

* Z. Yu, D. W. C. Ho, D. Yuan. Distributed randomized gradient-free mirror descent algorithm for constrained optimization. IEEE Transactions on Automatic Control, 67(2), 957-964, 2022. * Z. Yu, D. W. C. Ho, Z. Shi, D. X. Zhou. Robust kernel-based distribution regression. Inverse Problems, 37(10), 105014,2021. * J. Liu, Z. Yu, D. W. C. Ho. Distributed constrained optimization with delayed subgradient information over time-varying network under adaptive quantization. To appear in IEEE Transactions on Neural Networks and Learning Systems. * Z. Yu, D. X. Zhou. Deep learning theory of distribution regression with CNNs. To appear in Advances in Computational Mathematics.