Meeting Calendar

*This Week*

Time: 1:30-3:00pm  9/4/2015
Place: Geno Cafe (Room 3607)
 

Analysis of Longitudinal Data Under Biased Sampling

Yong Chen, Ph.D. Assistant Professor

Department of Biostatistics and Epidemiology

University of Pennsylvania


Over the past few decades, a dramatic increase in the incidence of obesity has become a worldwide health issue, contributing significantly as a risk factor of many diseases. Many individuals participate in web-based weight loss programs where their weights, physical activities and diets are self-reported. Such web-based program generated data poses new challenges to statistical modeling and inference, including subject-specific self-reporting times and outcome-dependent missingness. These challenges are known as biased sampling problem in statistical literature, and can lead to substantial bias in inference. In this talk, we propose a framework of novel statistical methods to efficiently detect and adjust for sampling bias, and to evaluate both the overall effectiveness of the weight loss program and the subject-specific effects of website usages on weight loss. The proposed methods provide elegant solutions for detecting and eliminating the impacts of biased sampling, and can achieve unbiased inference without fully specifying the complex data-generating mechanism. We apply the proposed methods to evaluate the effectiveness of a web-based program on weight loss, controlling the nonlinear trajectory of weights over time.



Upcoming Seminars

9/18/2015 Chen Hu, Division of Biostatistics and Bioinformatics, SKCCC, JHU

9/25/2015 Hormuzd KatkiNoo Rie Hyunand Li Cheung, Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH

10/2/2015 Kai Yu, Division of Cancer Epidemiology and Genetics, National Cancer Institute, NIH

10/16/2015 Takumi SaegusaDepartment of Mathematics, University of Maryland, College Park

10/23/2015 Jing Zhang, Department of Epidemiology and Biostatistics, University of Maryland, College Park

11/20/2015 Tingni SunDepartment of Mathematics, University of Maryland, College Park

12/4/2015 Zhen Chen, Biostatistics Branch, NICHD, NIH

1/29/2016 Aiyi LiuBiostatistics Branch, NICHD, NIH





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