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Invited Paper Session

Data Science and Statistical Methods for Data Integration in Public Health and Biomedical Research

Tue, Aug 4, 10:30 AM - 12:20 PM Room CC-258A Thomas M. Menino Convention & Exhibition Center

Jiayin ZhengOrganizerYifei WangChair

ENAR co: Biometrics Sectionco: International Chinese Statistical Association Applied

6 Presentations

Data fusion for mediation analysis under latent alignment

11:05 AM - 11:20 AM

Sijia Li (University of California, Los Angeles)

Co-authors: Ruoyu Wang (Harvard University)

Data fusion Causal mediation analysis Semiparametric efficiency

Dynamic borrowing from historical controls via the synthetic prior with covariates in randomized clinical trials

11:35 AM - 11:50 AM

Daniel Schwartz (Massachusetts General Hospital)

Co-authors: Yuan Ji (The University of Chicago), Li Wang (AbbVie)

adaptive design Bayesian model averaging Phase 2 trial real world data experimental design

Hierarchical Projection for Adaptive Knowledge Transfer

10:35 AM - 10:50 AM

Tian Gu (Columbia University)

Leveraging External Individualized Prediction Models in Bayesian Survival Analysis

10:50 AM - 11:05 AM

Mi-Ok Kim (UCSF)

Informative Priors External Prediction Information Information synthesis Risk prediction

Regularizing Extrapolation in Causal Inference

11:20 AM - 11:35 AM

Harsh Parikh (Yale school of public health)

Generalizability Extrapolation Nonparametric Causal inference Causality Machine Learning

Statistical Considerations in Developing a Web-Based Personalized Colorectal Cancer Risk Tool

11:50 AM - 12:05 PM

Jiayin Zheng (University of Pennsylvania)

IPD meta-analysis risk projection/recalibration sampling-based inference multiple imputation with clusters estimands for risk prediction

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