Siyuan Ma

Reconciling modern machine-learning practice and the classical bias–variance trade-off

Mikhail Belkin, Daniel Hsu, Siyuan Ma et al. · Proceedings of the National Academy of Sciences · 2019 · 1.4K citations · Full text

Artificial Intelligence, Data Augmentation, Engineering +12

Inventory and Spatial Distribution of Landslides Triggered by the 8th August 2017 MW 6.5 Jiuzhaigou Earthquake, China

Yingying Tian, Chong Xu, Siyuan Ma et al. · Journal of Earth Science · 2018 · 149 citations

Earthquake Engineering, Engineering, Seismology +11

Optimized volume models of earthquake-triggered landslides

Chong Xu, Xiwei Xu, Lingling Shen et al. · Scientific Reports · 2016 · 115 citations · Full text

To understand deep learning we need to understand kernel learning

Mikhail Belkin, Siyuan Ma, Soumik Mandal · arXiv (Cornell University) · 2018 · 110 citations · Full text

Artificial Intelligence, Data Augmentation, Engineering +14

The Power of Interpolation: Understanding the Effectiveness of SGD in Modern Over-parametrized Learning

Siyuan Ma, Raef Bassily, Mikhail Belkin · International Conference on Machine Learning · 2018 · 110 citations

Artificial Intelligence, Modern Over-parametrized Learning, Engineering +17