Welcome to Jianbin's homepage!
I am currently a Postdoctoral Associate in the Department of Biostatistics & Bioinformatics, Duke University, supervised by Prof. Anru Zhang and Prof. Pixu Shi. I received my PhD in Statistics from Sun Yat-sen University in 2023, advised by Prof. Hui Huang. I was a visiting student working with Prof. Xueqin Wang in the School of Management, USTC, in 2022.
My research interests lie in statistical learning for data with dynamic-, longitudinal-, or trajectory- based structures. Such data often exhibit complicated intrinsic mechanisms, dependencies, and heterogeneity, as well as challenges such as noise, irregular sampling, and high- or even infinite-dimensionality. To address these, I focus on developing new methodologies for statistical learning of functions, differential equations, and operators, supporting effective analysis in biology, health, epidemiology, and environmental science.
Research Paper
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Preprint
Jianbin Tan, and Anru Zhang.
Preprint.
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Preprint
Jianbin Tan, Pixu Shi, and Anru Zhang.
Preprint.
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Preprint
Jiaqiang Li, Jianbin Tan, and Xueqin Wang.
Preprint.
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Preprint
Zerui Guo, Jianbin Tan (joint first authorship), and Hui Huang.
Preprint.
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JBI
Jianbin Tan, Yan Zhang, Chuan Hong, T. Tony Cai, Tianxi Cai, and Anru Zhang.
Journal of Biomedical Informatics, 2025.
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AOAS
Fangzhi Luo, Jianbin Tan (joint first authorship), Donglan Zhang, Hui Huang, and Ye Shen.
Annals of Applied Statistics, 2025.
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JRSSB
Jianbin Tan, Guoyu Zhang, Xueqin Wang, Hui Huang, and Fang Yao.
Journal of the Royal Statistical Society, Series B (Statistical Methodology), 2024.
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JASA
Jianbin Tan, Decai Liang, Yongtao Guan, and Hui Huang.
Journal of the American Statistical Association, 2024.
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BIOM
Jianbin Tan, Ye Shen, Yang Ge, Leonardo Martinez, and Hui Huang.
Biometrics, 2023.
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I&E
Yuncong He, Leonardo Martinez, Yang Ge, Yan Feng, Yewen Chen, Jianbin Tan, Adrianna Westbrook, Changwei Li, Wei Cheng, Feng Ling, Huimin Cheng, Shushan Wu, Wenxuan Zhong, Andreas Handel, Hui Huang, Jimin Sun, and Ye Shen.
Epidemiology & Infection, 2023.
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I&E
Jianbin Tan, Yang Ge, Leonardo Martinez, Jimin Sun, Changwei Li, Adrianna Westbrook, Enfu Chen, Jinren Pan, Yang Li, Wei Cheng, Feng Ling, Zhiping Chen, Ye Shen, and Hui Huang.
Epidemiology & Infection, 2022.
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JASA
Ting Tian, Jianbin Tan (joint first authorship), Wenxiang Luo, Yukang Jiang, Minqiong Chen, Songpan Yang, Canhong Wen, Wenliang Pan, and Xueqin Wang.
Journal of the American Statistical Association, 2021.
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JDS
Ting Tian, Jianbin Tan (joint first authorship), Yukang Jiang, Xueqin Wang, and Heping Zhang.
Journal of Data Science, 2021.