姓名：伍书缘
职 称：助理研究员
研究方向：分布式计算、联邦学习、差分隐私
教授课程：分布式计算
E - mail：wushuyuan@mail.sufe.edu.cn
研究项目
序号 | 项目名称 | 项目编号 | 项目来源 | 起止时间 | 项目经费 |
1 | 面向异质数据的联邦学习统计理论与方法研究 | No.12401392 | 国家自然科学青年科学基金项目（C 类） | 2025-2027 | 30万 |
研究领域
再抽样方法、分布式计算、联邦学习、差分隐私等
教育经历
2019年09月 - 2023年07月 统计学 博士 北京大学
2015年09月 - 2019年07月 统计学 学士 北京师范大学
工作经历
2023年08月 – 至今 助理研究员 上海财经大学 统计与管理学院
研究成果
Leheng Cai; Qirui Hu*; Juntao Sun; Shuyuan Wu; Time-uniform and Asymptotic Confidence Sequence of Quantile under Local Differential Privacy, Proceedings of the Thirty-ninth Annual Conference on Neural Information Processing Systems (NeurIPS), 2025.
Shuyuan Wu; Jing Zhou*; Hansheng Wang; Class-Distributed Learning for Multinomial Logistic Regression with a High Dimensional Feature and a Large Number of Classes, Journal of Computational and Graphical Statistics, 2025, 34(1), 175-186.
Xuetong Li; Yuan Gao*; Hong Chang; Danyang Huang; Yingying Ma; Rui Pan; Haobo Qi;Feifei Wang; Shuyuan Wu; Ke Xu; Jing Zhou; Hansheng Wang, A selective review on statistical methods for massive data computation: distributed computing, subsampling, and minibatch techniques, Statistical Theory and Related Fields, 2024, 8(3), 163-185.
Shuyuan Wu; Danyang Huang*; Hansheng Wang, Quasi-Newton Updating for Large-Scale Distributed Learning, Journal of the Royal Statistical Society, Series B: Statistical Methodology, 2023,85(4), 1326-1354.
Shuyuan Wu; Danyang Huang*; Hansheng Wang; Network Gradient Descent Algorithm for Decentralized Federated Learning, Journal of Business & Economic Statistics, 2023, 41(3): 806- 818.
Shuyuan Wu; Xuening Zhu*; Hansheng Wang; Subsampling and Jackknifing: A Practically Convenient Solution for Large Data Analysis with Limited Computational Resources, Statistica Sinica, 2023, 33: 2041-2064.
Feifei Wang; Tianchen Gao; Danyang Huang*; Shuyuan Wu*; Hansheng Wang, Sequential One-Step Estimator by Subsampling for Customer Churn Analysis with Massive Datasets, Journal of the Royal Statistical Society. Series C: Applied Statistics, 2022, 71(5): 1753-1786.
Xuening Zhu; Rui Pan; Shuyuan Wu*; Hansheng Wang; Feature Screening for Massive Data Analysis by Subsampling, Journal of Business & Economic Statistics, 2022, 40(4): 1892-1903.
获奖、荣誉
北京大学优秀博士学位论文 2023
北京大学博士研究生校长奖学金 2022
