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FACULTY

教师

FACULTY

任好洁 Ren Haojie

长聘教轨副教授 Tenure-track Associate Professor

办公室 Office：

理科群楼6号楼522

E-mail：

haojieren@sjtu.edu.cn

教育背景 Education：

博士，2018，南开大学

Ph.D., 2018, Nankai University

研究兴趣 Research Interests：

大数据统计分析、统计异常探查、在线学习与监控、高维数据推断

Massive data analysis; Change-point detection and outlier identification; On-line learning and monitoring; High-dimensional inference

个人主页 Homepage：

https://sites.google.com/view/haojieren

教育背景/经历 Education

分别于2013, 2016, 2018年在南开大学获得统计学学士、硕士、博士学位。

工作经历 Work Experience

2021/01 - 至今开云网页登录数学科学学院长聘教轨副教授

2019/01 - 2021/01 美国宾州州立大学统计系博士后

2015/11 - 2017/08 新加坡国立大学工业系统工程与管理系研究助理

论文著作 Publications

Bao, Y., Huo, Y.,Ren, H., Zou, C. (2025) "CAP: A general algorithm for online selective conformal prediction with fcr control",Journal of Machine Learning Research, accepted. (arXiv preprint arXiv:2403.07728.)
Cui, X., Geng, H.,Ren, H., Wang, Z., Zou, C.(2025), "Online multiple changepoint detection with false discovery rate control", IEEE Transactions on Information Theory, accepted.
Zhang, Y., Wei, Z.,Ren, H.*, Zou, C. (2025) "e-GAI: e-value-based generalized α-investing for online false discovery rate control",ICML 2025 Conference.
Peng, Q., Bao, Y.,Ren, H., Wang, Z., Zou, C. (2025) "Conformal prediction with cellwise outliers: a detect-then-impute approach",ICML 2025 Conference.
Wen, M., Jia, Y.,Ren, H., Wang, Z., Zou, C. (2024) "Semi-supervised distribution learning",Biometrika, accepted.
Huo, Y., Lu, L.,Ren, H., Zou, C. (2024) "Real-time selection under general constraints via predictive inference",NeurIPS Conference, accepted.
Qian, C., Wang, M.,Ren, H., Zou, C. (2024) "ByMI: Byzantine machine identification with false discovery rate control",ICML Conference, accepted.
Bao, Y., Huo, Y.,Ren, H., Zou, C. (2024) "Selective conformal inference with false coverage-statement rate control",Biometrika, 111(3), 727-742.
张熠凡,任好洁*(2024）"基于控制在线错误发现率的异常检测方法"，系统科学与数学,https://doi.org/10.12341/jssms23657.
Liu, Y.,Ren, H., Li, Z. (2024) "A unified diagnostic framework via symmetrized data aggregation",IISE Transactions, 56(5), 573-584.
Geng, H.,Cui, X.,Ren, H., Zou, C. (2024) "Large-scale two-sample comparison of support sets",Journal of the American Statistical Association, 119(546), 1604-1618.
Wu, X., Huo, Y.,Ren, H., Zou, C. (2023) "Optimal subsampling via predictive inference",Journal of the American Statistical Association, accepted.
Bao, Y.,Ren, H.*(2023). "Semi-profiled distributed estimation for high-dimensional partially linear model",Computational Statistics & Data Analysis, 188, 107824.
Guo, X.^#,Ren, H.^#, Zou, C. Li, R. (2023) "Threshold selection in feature screening for error rate control",Journal of the American StatisticalAssociation, 118(543), 1773-1785.
Chen, H.^#,Ren, H.^#, Yao, F., Zou, C. (2023) “Data-driven selection of the number of change-points via error rate control",Journal of the American StatisticalAssociation, 118(542), 1415-1428.
Han, Y., Ma, P.,Ren, H., Wang, Z. (2022+) "Model checking in large-scale dataset via structure-adaptive-sampling",Statistica Sinica, 33, 1-27.
Zhang, Y., Jiang, H.,Ren, H., Zou, C., Dou, D. (2022) “AutoMS: Automatic model selection for novelty detection with error rate control",NeurIPS 2022 Conference,35, 19917-19929.
Liu, Y.,Ren, H., Guo, X., Zhou, Q., Zou, C. (2022) "Cellwise outlier detection with false discovery rate control",The Canadian Journal of Statistics, 50(3), 951-971.
任好洁, 邹长亮, 李润泽 (2022) "大规模数据分析中基于外推的调节参数选取",中国科学: 数学, 52(6), 689-708.
Ren, H., Zou, C., Chen, N., Li, R. (2022) "Large-scale datastreams surveillance via Pattern-Oriented-Sampling",Journal of the American Statistical Association, 117(538), 794-808.
Feng, L.,Ren, H., Zou, C. (2019) "A setwise EWMA scheme for monitoring high-dimensional datastreams", Random Matrices: Theory and Applications, 2050004.
Ren, H., Chen, N., Wang, Z. (2018) "Phase-II monitoring in multichannel profile observations",Journal of Quality Technology, 51(4), 338-352.
Ren, H., Chen, N., Zou, C. (2017) "Projection-based outlier detection in functional data",Biometrika, 104(2), 411-423.
Shang, Y., Man, J., He, Z.,Ren, H.(2016) "Change-point detection in Phase I for profiles with binary data and random predictors",Quality and Reliability Engineering International, 32(7), 2549-2558.
Zhang, J.Ren, H.*, Yao, R., Wang, Z., Zou, C. (2015) "Phase I analysis of multivariate profiles based on regression adjustment",Computers and Industrial Engineering, 85, 132-144.

Preprints:

Xu, C., Yu, Y.,Ren, H., Wang, Z., & Zou, C. (2025). Aggregating conformal prediction sets via {\alpha}-allocation.arXiv preprint arXiv:2511.12065.
Lu, L., Huo, Y.,Ren, H., Wang, Z., & Zou, C. (2025). Feedback-enhanced online multiple testing with applications to conformal selection.arXiv preprint arXiv:2509.03297.
Huo, Y., Wu, X., Zou, C., &Ren, H.(2025). Unified conformalized multiple testing with full data efficiency.arXiv preprint arXiv:2508.12085.
Bao, Y., Hu, Y.,Ren, H., Zhao, P., & Zou, C. (2025). Optimal model selection for conformalized robust optimization.arXiv preprint arXiv:2507.04716.
Zou, C., Ren, H.,Guo, X., and Li, R. (2020）A new procedure for controlling false discovery rate in large-scale t-tests,arXiv preprint arXiv:2002.12548.

教学工作 Teaching