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Statistics, Machine Learning, Quantative Finance, Econometrics, Computational Biology

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United States

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Employment (16)

Princeton University: Princeton, NJ, US

2020 to present | Associated Professor (Department of Electrical Engineering )
Employment
Source: Self-asserted source
Jianqing Fan

Princeton University: Princeton, NJ, US

2017 to present | Associated Professor (Department of Computer Science)
Employment
Source: Self-asserted source
Jianqing Fan

Princeton University: Princeton, NJ, US

2006 to present | Fredrick L. Moore Professor (Operations Research & Financial Engineering)
Employment
Source: Self-asserted source
Jianqing Fan

Princeton University: Princeton, NJ, US

2003 to present | Professor (Operations Research & Financial Engineering)
Employment
Source: Self-asserted source
Jianqing Fan

Princeton University: Princeton, NJ, US

2003 to present | Associated Professor (Bendheim Center for Finance )
Employment
Source: Self-asserted source
Jianqing Fan

Princeton University: Princeton, NJ, US

2003 to present | Associated Professor (Department of Economics)
Employment
Source: Self-asserted source
Jianqing Fan

Capital University of Economics and Business: Beijing, CN

2017 to 2026 | Honorary Chair and Short-Term Visiting Professor (International School of Economics and Management)
Employment
Source: Self-asserted source
Jianqing Fan

Fudan University: Shanghai, CN

2022 to 2025 | Visiting Chair Professor (School of Data Science)
Employment
Source: Self-asserted source
Jianqing Fan

Fudan University: Shanghai, CN

2013 to 2025 | Course Instructor (School of Management Science)
Employment
Source: Self-asserted source
Jianqing Fan

Fudan University: Shanghai, CN

2015 to 2020 | Honorary Director and Short-Term Visiting Professor (School of Data Science)
Employment
Source: Self-asserted source
Jianqing Fan

Academia Sinica: Taipei City, TW

2008 to 2019 | Scientific Advisory Board (Institute of Economics )
Employment
Source: Self-asserted source
Jianqing Fan

Princeton University: Princeton, NJ, US

2012 to 2015 | Chair (Operations Research & Financial Engineering)
Employment
Source: Self-asserted source
Jianqing Fan

Chinese University of Hong Kong: Hong Kong, CN

2000 to 2003 | Professor and Chair
Employment
Source: Self-asserted source
Jianqing Fan

University of North Carolina at Chapel Hill: Chapel Hill, NC, US

1999 to 2003 | Professor
Employment
Source: Self-asserted source
Jianqing Fan

University of California, Los Angeles: Los Angeles, CA, US

1997 to 2000 | Professor
Employment
Source: Self-asserted source
Jianqing Fan

University of North Carolina at Chapel Hill: Chapel Hill, NC, US

1989 to 1999 | Assistant and Associated Professor
Employment
Source: Self-asserted source
Jianqing Fan

Education and qualifications (3)

University of California, Berkeley: Berkeley, California, US

1989 | Ph. D. (Department of Statistics)
Education
Source: Self-asserted source
Jianqing Fan

Institute of Applied Mathematics, Chinese Academy of Science: Beijing, CN

1985 | Masters (Department of Statistics)
Education
Source: Self-asserted source
Jianqing Fan

Fudan University: Shanghai, CN

1982 | Bachelor (Department of Mathematics)
Education
Source: Self-asserted source
Jianqing Fan

Professional activities (1)

Academia Sinica: Taipei City, TW

2008 to 2019 | Scientific Advisory Board (Institute of Economics )
Invited position
Source: Self-asserted source
Jianqing Fan

Funding (8)

Honorary Chair, International School of Economics and Management

2022-07 to 2027-06 | Contract
Capital University of Economics and Business (Beijing, CN)
Source: Self-asserted source
Jianqing Fan

Interface of Statistical Learning and Optimal Decisions

2022-07 to 2026-06 | Grant
National Science Foundation (Alexandria, VA, US)
Source: Self-asserted source
Jianqing Fan

Course Instructor, School of Management Science (Teaching)

2022-07 to 2025-06 | Contract
Fudan University (Shanghai, CN)
Source: Self-asserted source
Jianqing Fan

Robust Feature Augmentation and Uncertain Quantification in Data Science

2022-04 to 2025-03 | Grant
Office of Naval Research (VA, VA, US)
Source: Self-asserted source
Jianqing Fan

Visiting Chair Professor in School of Data Science, Fudan University

2022-01 to 2025-08 | Contract
Fudan University (Shanghai, CN)
Source: Self-asserted source
Jianqing Fan

DMS/NIGMS 2: Collaborative Research: Developing statistical learning methods for revealing the molecular signatures of microvascular in neural injury

2021-07 to 2025-06 | Grant
National Science Foundation (Alexandria, VA, US)
Source: Self-asserted source
Jianqing Fan

FRG Collaborative Research: Flexible Network Inference

2021-07 to 2024-06 | Grant
National Science Foundation (Alexandria, VA, US)
Source: Self-asserted source
Jianqing Fan

Econometrics modeling and prediction based on high dimensional and unstructured data (Co-PI)

2020-01 to 2024-12 | Grant
National Natural Science Foundation of China (Beijing, CN)
Source: Self-asserted source
Jianqing Fan

Works (25)

Factor Augmented Sparse Throughput Deep ReLU Neural Networks for High Dimensional Regression

Journal of American Statistical Association
2024 | Journal article
DOI: 10.48550/ARXIV.2210.02002
Contributors: Jianqing Fan; Yihong Gu
Source: Self-asserted source
Jianqing Fan

Spectral Ranking Inferences based on General Multiway Comparisons

2024 | Journal article
DOI: 10.48550/ARXIV.2308.02918
Contributors: Jianqing Fan; Zhipeng Lou; Weichen Wang; Mengxin Yu
Source: Self-asserted source
Jianqing Fan

Uncertainty Quantification of MLE for Entity Ranking with Covariates

Journal of Machine Learning Research
2024 | Journal article
DOI: 10.48550/ARXIV.2212.09961
Contributors: Jianqing Fan; Jikai Hou; Mengxin Yu
Source: Self-asserted source
Jianqing Fan

How Much Can Machines Learn Finance from Chinese Text Data?

Management Science
2024-12 | Journal article
DOI: 10.1287/mnsc.2022.01468
Contributors: Yang Zhou; Jianqing Fan; Lirong Xue
Source: check_circle
Crossref

Model-Based Reinforcement Learning for Offline Zero-Sum Markov Games

Operations Research
2024-11 | Journal article
DOI: 10.1287/opre.2022.0342
Contributors: Yuling Yan; Gen Li; Yuxin Chen; Jianqing Fan
Source: check_circle
Crossref

Semi-parametric tensor factor analysis by iteratively projected singular value decomposition

Journal of the Royal Statistical Society Series B: Statistical Methodology
2024-07-12 | Journal article
DOI: 10.1093/jrsssb/qkae001
Contributors: Elynn Y Chen; Dong Xia; Chencheng Cai; Jianqing Fan
Source: check_circle
Crossref

Inference for Heteroskedastic PCA with Missing Data

The Annals of Statistics
2024-04-01 | Journal article
DOI: 10.1214/24-aos2366
Part of ISSN: 0090-5364
Contributors: Yuling Yan; Yuxin Chen; Jianqing Fan
Source: Self-asserted source
Jianqing Fan

Community Network Auto-Regression for High-Dimensional Time Series

Journal of Econometrics
2023 | Journal article
DOI: 10.48550/ARXIV.2007.05521
Contributors: Elynn Y. Chen; Jianqing Fan; Xuening Zhu
Source: Self-asserted source
Jianqing Fan

The Efficacy of Pessimism in Asynchronous Q-Learning

IEEE Transactions on Information Theory
2023-11 | Journal article
DOI: 10.1109/TIT.2023.3299840
Contributors: Yuling Yan; Gen Li; Yuxin Chen; Jianqing Fan
Source: check_circle
Crossref

Statistical Inference for High-Dimensional Matrix-Variate Factor Models

Journal of the American Statistical Association
2023-04-03 | Journal article
DOI: 10.1080/01621459.2021.1970569
Part of ISSN: 0162-1459
Part of ISSN: 1537-274X
Contributors: Elynn Y. Chen; Jianqing Fan
Source: Self-asserted source
Jianqing Fan

An ℓp theory of PCA and spectral clustering

Annals of Statistics
2022 | Journal article
DOI: 10.48550/ARXIV.2006.14062
Contributors: Emmanuel Abbe; Jianqing Fan; Kaizheng Wang
Source: Self-asserted source
Jianqing Fan

SIMPLE: Statistical Inference on Membership Profiles in Large Networks

Journal of Royal Statistical Society
2022 | Journal article
DOI: 10.48550/ARXIV.1910.01734
Contributors: Jianqing Fan; Yingying Fan; Xiao Han; Jinchi Lv
Source: Self-asserted source
Jianqing Fan

Bridging Convex and Nonconvex Optimization in Robust PCA: Noise, Outliers, and Missing Data

Annals of Statistics
2021 | Journal article
DOI: 10.48550/ARXIV.2001.05484
Contributors: Yuxin Chen; Jianqing Fan; Cong Ma; Yuling Yan
Source: Self-asserted source
Jianqing Fan

Sample-Efficient Reinforcement Learning for Linearly-Parameterized MDPs with a Generative Model

35th Conference on Neural Information Processing Systems
2021 | Conference paper
DOI: 10.48550/ARXIV.2105.14016
Contributors: Bingyan Wang; Yuling Yan; Jianqing Fan
Source: Self-asserted source
Jianqing Fan

Spectral Methods for Data Science: A Statistical Perspective

2021 | Journal article
DOI: 10.48550/ARXIV.2012.08496
Contributors: Yuxin Chen; Yuejie Chi; Jianqing Fan; Cong Ma
Source: Self-asserted source
Jianqing Fan

Spectral Methods for Data Science: A Statistical Perspective

Foundations and Trends® in Machine Learning
2021 | Journal article
DOI: 10.1561/2200000079
Part of ISSN: 1935-8237
Part of ISSN: 1935-8245
Contributors: Yuxin Chen; Yuejie Chi; Jianqing Fan; Cong Ma
Source: Self-asserted source
Jianqing Fan

A Selective Overview of Deep Learning

Statistical Science
2021-05-01 | Journal article
DOI: 10.1214/20-sts783
Part of ISSN: 0883-4237
Contributors: Jianqing Fan; Cong Ma; Yiqiao Zhong
Source: Self-asserted source
Jianqing Fan

Robust High-Dimensional Factor Models with Applications to Statistical Machine Learning

Statistical Science
2021-05-01 | Journal article
DOI: 10.1214/20-sts785
Part of ISSN: 0883-4237
Contributors: Jianqing Fan; Kaizheng Wang; Yiqiao Zhong; Ziwei Zhu
Source: Self-asserted source
Jianqing Fan

Statistical Foundations of Data Science

Chapman and Hall/CRC
2020-09-20 | Book
DOI: 10.1201/9780429096280
ISBN: 9780429096280
Contributors: Jianqing Fan; Runze Li; Cun-Hui Zhang; Hui Zou
Source: Self-asserted source
Jianqing Fan
grade
Preferred source (of 2)‎

Inference and uncertainty quantification for noisy matrix completion

Proceedings of the National Academy of Sciences
2019-11-12 | Journal article
DOI: 10.1073/pnas.1910053116
Part of ISSN: 0027-8424
Part of ISSN: 1091-6490
Contributors: Yuxin Chen; Jianqing Fan; Cong Ma; Yuling Yan
Source: Self-asserted source
Jianqing Fan

Large Covariance Estimation by Thresholding Principal Orthogonal Complements

SSRN Electronic Journal
2013 | Journal article
DOI: 10.2139/ssrn.1977673
Part of ISSN: 1556-5068
Contributors: Jianqing Fan; Yuan Liao; Martina Mincheva
Source: Self-asserted source
Jianqing Fan

Sure Independence Screening for Ultrahigh Dimensional Feature Space

Journal of the Royal Statistical Society Series B: Statistical Methodology
2008-11-01 | Journal article
DOI: 10.1111/j.1467-9868.2008.00674.x
Part of ISSN: 1369-7412
Part of ISSN: 1467-9868
Contributors: Jianqing Fan; Jinchi Lv
Source: Self-asserted source
Jianqing Fan

Nonlinear Time Series: Nonparametric and Parametric Methods

Springer New York
2003 | Book
DOI: 10.1007/978-0-387-69395-8
ISBN: 9780387261423
ISBN: 9780387693958
Part of ISSN: 0172-7397
Source: Self-asserted source
Jianqing Fan

Variable Selection via Nonconcave Penalized Likelihood and its Oracle Properties

Journal of the American Statistical Association
2001-12 | Journal article
DOI: 10.1198/016214501753382273
Part of ISSN: 0162-1459
Part of ISSN: 1537-274X
Contributors: Jianqing Fan; Runze Li
Source: Self-asserted source
Jianqing Fan

Design-adaptive Nonparametric Regression

Journal of the American Statistical Association
1992-12 | Journal article
DOI: 10.1080/01621459.1992.10476255
Part of ISSN: 0162-1459
Part of ISSN: 1537-274X
Contributors: Jianqing Fan
Source: Self-asserted source
Jianqing Fan
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