Papers
Utility Theory of Synthetic Data Generation.
Authors: Shirong Xu, Will Wei Sun & Guang Cheng. PDF
Classification under Label Differential Privacy.
Authors: Shirong Xu, Chendi Wang, Will Wei Sun & Guang Cheng. (2023). Transactions on Machine Learning Research. PDF
Ranking Differential Privacy.
Authors: Shirong Xu, Will Wei Sun & Guang Cheng. (2023). Submitted. PDF
Consistent Community Detection in Multi-layer Networks with Personalized Differential Privacy.
Authors: Yaoming Zhen, Shirong Xu & Junhui Wang. (2022). Submitted
Covariate-assisted community detection in multi-layer networks
Authors: Shirong Xu, Yaoming Zhen & Junhui Wang. (2021). Journal of Business and Economic Statistics, PDF
Sentiment analysis with covariate-assisted word embeddings.
Authors: Shirong Xu, BEN DAI, & Junhui Wang. (2019). Electron. J. Statist. 15(1): 3015-3039. PDF
Discussion on ”Entropy learning for dynamic treatment regimes”.
Authors: Xin He, Shirong Xu & Junhui Wang. (2019). Statistica Sinica, 29, 1658-1662. PDF