Siqi Li

Publication Activity (10 Years)

Years Active: 2023-2024
Publications (10 Years): 8

Top Topics

Transfer Learning

Structured Data

Manifold Alignment

Top Venues

Tiny Papers @ ICLR

J. Am. Medical Informatics Assoc.

J. Biomed. Informatics

Publications

Qiming Wu, Siqi Li, Di Miao, Yuqing Shang, Xin Li, Nan Liu
Evaluating the Efficacy of Federated Scoring Systems with Heterogeneous Electronic Health Records. Tiny Papers @ ICLR (2024)
Xin Li, Siqi Li, Qiming Wu, Kunyu Yu
Transfer Learning for Global Feature Importance Measurements. Tiny Papers @ ICLR (2024)
Siqi Li, Yuqing Shang, Ziwen Wang, Qiming Wu, Chuan Hong, Yilin Ning, Di Miao, Marcus Eng Hock Ong, Bibhas Chakraborty, Nan Liu
Developing Federated Time-to-Event Scores Using Heterogeneous Real-World Survival Data. CoRR (2024)
Yuqing Shang, Qiming Wu, Siqi Li, Di Miao
Empirical Evaluations of Personalized Federated Learning on Heterogeneous Electronic Health Records. Tiny Papers @ ICLR (2024)
Siqi Li, Xin Li, Kunyu Yu, Di Miao, Mingcheng Zhu, Mengying Yan, Yuhe Ke, Danny D'Agostino, Yilin Ning, Qiming Wu, Ziwen Wang, Yuqing Shang, Molei Liu, Chuan Hong, Nan Liu
Bridging Data Gaps in Healthcare: A Scoping Review of Transfer Learning in Biomedical Data Analysis. CoRR (2024)
Siqi Li, Di Miao, Qiming Wu, Chuan Hong, Danny D'Agostino, Xin Li, Yilin Ning, Yuqing Shang, Huazhu Fu, Marcus Eng Hock Ong, Hamed Haddadi, Nan Liu
Federated Learning for Clinical Structured Data: A Benchmark Comparison of Engineering and Statistical Approaches. CoRR (2023)
Siqi Li, Yilin Ning, Marcus Eng Hock Ong, Bibhas Chakraborty, Chuan Hong, Feng Xie, Han Yuan, Mingxuan Liu, Daniel M. Buckland, Yong Chen, Nan Liu
FedScore: A privacy-preserving framework for federated scoring system development. J. Biomed. Informatics 146 (2023)
Siqi Li, Pinyan Liu, Gustavo G. Nascimento, Xinru Wang, Fabio Renato Manzolli Leite, Bibhas Chakraborty, Chuan Hong, Yilin Ning, Feng Xie, Zhen Ling Teo, Daniel Shu Wei Ting, Hamed Haddadi, Marcus Eng Hock Ong, Marco Aurélio Peres, Nan Liu
Federated and distributed learning applications for electronic health records and structured medical data: a scoping review. J. Am. Medical Informatics Assoc. 30 (12) (2023)