Siqi Li

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Centre for Quantitative Medicine

Duke-NUS Medical School

Singapore 169857

I’m a PhD candidate at the Digital Medicine Lab. Before joining Duke-NUS, I earned a B.S. in Mathematics and Statistics from the University of Michigan, Ann Arbor in 2021. My research focuses on federated and transfer learning.

Selected Publications

  1. Federated Learning in Healthcare: A Benchmark Comparison of Engineering and Statistical Approaches for Structured Data Analysis
    Siqi Li, Di Miao, Qiming Wu, Chuan Hong, and 10 more authors
    Health Data Science, 2024
  2. FedScore: A privacy-preserving framework for federated scoring system development
    Siqi Li, Yilin Ning, Marcus Eng Hock Ong, Bibhas Chakraborty, and 7 more authors
    Journal of Biomedical Informatics, Oct 2023
  3. Federated and distributed learning applications for electronic health records and structured medical data: a scoping review
    Siqi Li, Pinyan Liu, Gustavo G Nascimento, Xinru Wang, and 11 more authors
    Journal of the American Medical Informatics Association, Aug 2023