Precision Medicine, Prediction, and Clinical Trial with Time-to-Event Outcomes

Wed, Aug 6, 10:30 AM - 12:20 PM Room CC-210 Music City Center

Yen ChangChair

Lifetime Data Science Section co: Lifetime Data Science Section

5 Presentations

Conformal Two Sample Conditional Tests for Survival Comparison

10:35 AM - 10:50 AM

Co-authors: Yuxiang Wu, Jianguo Sun (University of Missouri), Yuxiang Wu

Conformal inference Cox additive model Survival comparison U-statistics

Machine learning algorithms for time to event data analysis

10:50 AM - 11:05 AM

Co-authors: Durga Kutal (Augusta University), Durga Kutal (Augusta University)

Survival data, right censored, survival random forest, survival support vector machine

Optimal individualized treatment regimes for survival data with competing risks

11:05 AM - 11:20 AM

Co-authors: Christina Zhou (University of North Carolina at Chapel Hill), Christina Zhou (University of North Carolina at Chapel Hill), Nikki Freeman (Duke University), Katharine McGinigle (University of North Carolina at Chapel Hill), Michael Kosorok (University of North Carolina at Chapel Hill)

precision medicine random forests survival analysis cumulative incidence function

Statistical Considerations in Bayesian Approaches to Clinical Trials: The Zoster Eye Disease Study

11:20 AM - 11:35 AM

Co-authors: Tingfang Lee, Jiyu Kim, Jiyu Kim, Bennie H Jeng (Department of Ophthalmology, Scheie Eye Institute, University of Pennsylvania Perelman), Elisabeth Cohen (Department of Ophthalmology, NYU Grossman School of Medicine), Judith Hochman (Department of Medicine, NYU Grossman School of Medicine), Mengling Liu (New York University Grossman School of Medicine), Andrea B. Troxel (Department of Population Health, NYU Grossman School of Medicine)

Bayesian analyses Survival analysis Clinical Trials

Sparse Regularization for Tensor Covariates in the Cox Regression Model

11:35 AM - 11:50 AM

Co-authors: Chin-Chun Chen (National Cheng Kung University), Chin-Chun Chen (National Cheng Kung University), Pei-Fang Su (National Cheng Kung University)

Cox regression Tensor-structured covariates Sparse regularization Right censoring Piecewise smoothness