Xiaoyi Mai

Publication Activity (10 Years)

Years Active: 2017-2022
Publications (10 Years): 11

Top Topics

Dimensional Data

Graph Laplacian

Supervised Learning

Empirical Risk Minimization

Top Venues

J. Mach. Learn. Res.

Publications

Xiaoyi Mai, Salman Avestimehr, Antonio Ortega, Mahdi Soltanolkotabi
On The Effectiveness of Active Learning by Uncertainty Sampling in Classification of High-Dimensional Gaussian Mixture Data. ICASSP (2022)
Xiaoyi Mai, Romain Couillet
Consistent Semi-Supervised Graph Regularization for High Dimensional Data. J. Mach. Learn. Res. 22 (2021)
Xiaoyi Mai, Romain Couillet
Consistent Semi-Supervised Graph Regularization for High Dimensional Data. CoRR (2020)
Xiaoyi Mai, Zhenyu Liao, Romain Couillet
A Large Scale Analysis of Logistic Regression: Asymptotic Performance and New Insights. ICASSP (2019)
Xiaoyi Mai, Romain Couillet
Revisiting and Improving Semi-supervised Learning: A Large Dimensional Approach. ICASSP (2019)
Xiaoyi Mai, Zhenyu Liao
High Dimensional Classification via Empirical Risk Minimization: Improvements and Optimality. CoRR (2019)
Xiaoyi Mai, Romain Couillet
Semi-Supervised Spectral Clustering. ACSSC (2018)
Xiaoyi Mai
A Random Matrix Analysis and Improvement of Semi-Supervised Learning for Large Dimensional Data. J. Mach. Learn. Res. 19 (2018)
Romain Couillet, Zhenyu Liao, Xiaoyi Mai
Classification Asymptotics in the Random Matrix Regime. EUSIPCO (2018)
Xiaoyi Mai, Romain Couillet
A random matrix analysis and improvement of semi-supervised learning for large dimensional data. CoRR (2017)
Xiaoyi Mai, Romain Couillet
The counterintuitive mechanism of graph-based semi-supervised learning in the big data regime. ICASSP (2017)