Xiao Guo

About Me

I am currently an Associate Professor in the School of Mathematics at Northwest University, China, and I am also a member of the Center for Modern Statistics at Northwest University. I received my Ph.D. in Statistics in December 2019 from the School of Mathematics at Northwest University, advised by Prof. Hai Zhang. Before that, I received my bachelor’s and master’s degrees from Northwest University in 2013 and 2016, respectively. 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, High-dimensional statistics

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.
• MLRclust: An R package for randomized spectral clustering of large-scale multi-layer networks.
• ppDSC: An R package for privacy-preserving distributed spectral clustering for locally stored multiple networks.

Working paper

• Privacy-preserving community detection for locally distributed multiple networks. Xiao Guo, Xiang Li, Xiangyu Chang, Shujie Ma

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