Xiaoyi Mai

Consistent Semi-Supervised Graph Regularization for High Dimensional Data pdf

Romain Couillet, Xiaoyi Mai, R. Couillet, 2020, J. Mach. Learn. Res..

A random matrix analysis and improvement of semi-supervised learning for large dimensional data

Romain Couillet, Xiaoyi Mai, R. Couillet, 2017, J. Mach. Learn. Res..

Classification Asymptotics in the Random Matrix Regime

Zhenyu Liao, Romain Couillet, Xiaoyi Mai, 2018, 2018 26th European Signal Processing Conference (EUSIPCO).

A Large Scale Analysis of Logistic Regression: Asymptotic Performance and New Insights

Zhenyu Liao, Romain Couillet, Xiaoyi Mai, 2019, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

The counterintuitive mechanism of graph-based semi-supervised learning in the big data regime

Romain Couillet, Xiaoyi Mai, 2017, 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

High Dimensional Classification via Empirical Risk Minimization: Improvements and Optimality pdf

Zhenyu Liao, Xiaoyi Mai, Zhenyu Liao, 2019, ArXiv.

High Dimensional Classification via Regularized and Unregularized Empirical Risk Minimization: Precise Error and Optimal Loss.

Zhenyu Liao, Xiaoyi Mai, Zhenyu Liao, 2019 .

Revisiting and Improving Semi-supervised Learning: A Large Dimensional Approach

Romain Couillet, Xiaoyi Mai, 2019, ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).

Methods of random matrices for large dimensional statistical learning

Xiaoyi Mai, Xiaoyi Mai, 2019 .

Semi-Supervised Spectral Clustering

Romain Couillet, Xiaoyi Mai, 2018, 2018 52nd Asilomar Conference on Signals, Systems, and Computers.

Random Matrix-Inspired Improved Semi-Supervised Learning on Graphs

Romain Couillet, Xiaoyi Mai, R. Couillet, 2018 .