Scholars@Duke
Michael J Pencina

Michael J Pencina

Adjunct Professor in the Department of Biostatistics & Bioinformatics
Biostatistics & Bioinformatics, Division of Biostatistics
Duke Box 2927, Durham, NC 27710
200 Trent Drive, M144 Davison Bldg, Durham, NC 27705
Office hours

8:00am - 5:00pm ET

  

Scholarly Works - Conferences

Distributionally Robust Clustered Federated Learning: A Case Study in Healthcare

Conference Proceedings of the IEEE Conference on Decision and Control · January 1, 2024 In this paper, we address the challenge of heterogeneous data distributions in cross-silo federated learning by introducing a novel algorithm, which we term Cross-silo Robust Clustered Federated Learning (CS-RCFL). Our approach leverages the Wasserstein di ... Full text Cite

Enabling Counterfactual Survival Analysis with Balanced Representations.

Conference ACM CHIL 2021 (2021) · April 2021 Balanced representation learning methods have been applied successfully to counterfactual inference from observational data. However, approaches that account for survival outcomes are relatively limited. Survival data are frequently encountered across dive ... Full text Link to item Cite