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Multi-Site Health Research Integrating Complementary Data Sources: A Scoping Review of Statistical Inference Methods for Vertically Partitioned Data
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ten Thij, A. Wilbik, Vertical federated learning: a structured literature review, Knowl. Inf. Syst. 67 (2025) 3205-3243. https://doi.org/10.1007/s10115-025- 02356-y. [19] H. Chen, H. Wang, Q. Long, D. Jin, Y . Li, Advancements in Federated Learning: Models, Methods, and Privacy, ACM Comput. Surv. (2024) 3664650. https://doi.org/10.1145/3664650. [20] Z.L. Teo, L. Jin, N. Liu, S. Li, D. Miao, X. Zhang, W.Y . Ng, T.F. Tan, D.M. Lee, K.J. Chua, J. Heng, Y . Liu, R.S.M. Goh, D.S.W. Ting, Federated machine learning in healthcare: A systematic review on clinical applications and technical architecture, Cell Rep. Med. 5 (2024) 101419. https://doi.org/10.1016/j.xcrm.2024.101419. [21] G. Shmueli, To Explain or to Predict?