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Dive into the research topics where Jianqing Fan is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
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Statistical Learning and Uncertainty Quantification from Complex Data and Heterogeneous Environments
Fan, J. (PI)
5/1/25 → 4/30/28
Project: Research project
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Interface of Statistical Learning and Optimal Decisions
Fan, J. (PI)
NSF - National Science Foundation
7/1/22 → 6/30/27
Project: Research project
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DMS/NIGMS 2: Collaborative Research: Developing statistical learning methods for revealing the molecular signatures of microvascular in neural injury
Fan, J. (PI)
NSF - National Science Foundation
7/15/21 → 12/31/26
Project: Research project
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Robust Feature Augmentation and Uncertain Quantification in Data Science
Fan, J. (PI)
4/1/22 → 3/31/26
Project: Research project
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FRG: Collaborative Research: Flexible Network Inference
Fan, J. (PI)
NSF - National Science Foundation
7/1/21 → 6/30/24
Project: Research project
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A Provable Initialization and Robust Clustering Method for General Mixture Models
Jana, S., Fan, J. & Kulkarni, S., 2025, In: IEEE Transactions on Information Theory. 71, 9, p. 7176-7207 32 p.Research output: Contribution to journal › Article › peer-review
3 Link opens in a new tab Scopus citations -
BENIGN OVERFITTING IN OUT-OF-DISTRIBUTION GENERALIZATION OF LINEAR MODELS
Tang, S., Wu, J., Fan, J. & Jin, C., 2025, 13th International Conference on Learning Representations, ICLR 2025. International Conference on Learning Representations, ICLR, p. 11204-11257 54 p. (13th International Conference on Learning Representations, ICLR 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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CAUSALITY PURSUIT FROM HETEROGENEOUS ENVIRONMENTS VIA NEURAL ADVERSARIAL INVARIANCE LEARNING
Gu, Y., Fang, C., Bühlmann, P. & Fan, J., Oct 2025, In: Annals of Statistics. 53, 5, p. 2230-2257 28 p.Research output: Contribution to journal › Article › peer-review
1 Link opens in a new tab Scopus citations -
Communication-Efficient Distributed Estimation and Inference for Cox’s Model
Bayle, P., Fan, J. & Lou, Z., 2025, In: Journal of the American Statistical Association. 120, 551, p. 1736-1746 11 p.Research output: Contribution to journal › Article › peer-review
2 Link opens in a new tab Scopus citations -
Factor and idiosyncratic VAR volatility matrix models for heavy-tailed high-frequency financial observations
Shin, M., Kim, D., Wang, Y. & Fan, J., Nov 2025, In: Journal of Econometrics. 252, 106129.Research output: Contribution to journal › Article › peer-review