Xiao Guo

About Me

I am currently a Lecturer at the School of Mathematics, Northwest University, China. I received my Ph.D. in Statistics in December 2019 from the School of Mathematics at Northwest University. During my Ph.D. and Master’s studies, I spent a year as a visiting student in the Department of Statistics at Columbia University and three months as a visiting student in the Department of Statistics at University of Wisconsin-Madison.

Research Interests

Network analysis, Privacy-preserving data analysis, Federated learning, Graphical models

Selected Publications

Teaching

• High dimensional statistics
• Data visualization

Software

• RandClust: An R package for randomized spectral clustering of large-scale networks.
• Rclust: An R package for randomized spectral clustering of large-scale undirected networks.

Working paper

• Privacy-preserving community detection for locally distributed multiple networks. Xiao Guo, Xiang Li, Xiangyu Chang, Shujie Ma
• Limit results for estimation of connectivity matrix in multi-layer stochastic block models. Wenqing Su, Xiao Guo, Ying Yang
• Online-forgetting process for debiased-lasso using summary statistics. Xu Zhang, Xiao Guo, Hai Zhang

Powered by Jekyll and Minimal Light theme.