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Invited Paper Session

Innovative Bayesian Methods for Leveraging Historical Data in Clinical Trials

Thu, Aug 7, 10:30 AM - 12:20 PM Room CC-202B Music City Center

Ming-Hui ChenOrganizerYeongjin GwonChair

Section on Bayesian Statistical Science co: International Chinese Statistical Associationco: Biometrics Section Applied

4 Presentations

Exploring the Connection Between the Normalized Power Prior and Bayesian Hierarchical Models

10:35 AM - 11:00 AM

Joseph Ibrahim (University of North Carolina)

PS-SAM: doubly robust propensity-score-integrated self-adapting mixture prior to dynamically borrow information from historical data

11:00 AM - 11:25 AM

Ying Yuan (University of Texas, MD Anderson Cancer Center)

Information borrowing historical data mixture prior

Incorporating external data into the analysis of clinical trials via Bayesian additive regression trees

11:25 AM - 11:50 AM

Tianjian Zhou (Colorado State University)

Bayesian method borrow information historical control real-world data treatment effect

Power Priors for Leveraging Historical Data: Looking Back and Looking Forward

11:50 AM - 12:15 PM

Ming-Hui Chen (University of Connecticut)

Borrowing-by-parts power priors Normalized power priors Partial borrowing power priors Partial borrowing-by-parts power priors Propensity score based power priors

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