New Developments in Statistical Modeling, Inference and Application (eBook)

Zhezhen Jin, Ph.D., is Professor of Biostatistics in the Department of Biostatistics, Mailman School of Public Health, Columbia University.  He is a Fellow of the American Statistical Association.  His research interests include survival analysis, resampling methods, longitudinal data analysis, and nonparametric and semiparametric models.  Dr. Jin has collaborated on research in the areas of cardiology, neurology, cancer and epidemiology and is co-founding editor of Contemporary Clinical Trials Communications.Mengling Liu, Ph.D., is Associate Professor and Interim Director of the Division of Biostatistics in the Department of Population Health and the Department of Environmental Medicine at the New York University School of Medicine.  Dr. Liu’s research interests include semiparametric modeling and inference for survival data, joint analysis with longitudinal data, statistical genetics, statistical modeling in epidemiology studies and other types of risk-set sampling studies.  She is engaged in a broad range of collaborative projects in the area of cancer epidemiology, pulmonary disease, cardiovascular disease, and environmental health science. Xiaolong Luo, Ph.D., is Senior Director of Statistics with Celgene Corporation.  Dr. Luo has many years of experience in the design, conduct, and analysis of clinical trials.  Prior to joining Celgene, he was a Director of Statistics with Johnson & Johnson and a Senior Research Biostatistician with Bristol-Meyers Squibb.  He served as a faculty member at St. Jude Children’s Research Hospital before joining industry. 

Part I: Theoretical Development in Statistical Modeling

1.  Dual Model Misspecification in Generalized Linear Models with Error in Variables

Xianzheng Huang

 

2. Joint Analysis of Longitudinal Data and Informative Observation Times with Time-Dependent Random Effects

Yang Li, Xin He, Haiying Wang and Jianguo Sun

 

3. A Markov Switching Model with Stochastic Regimes with Application to Business Cycle Analysis

Haipeng Xing, Ning Sun and Ying Chen



4. Revisiting Regression Analysis under Link Violation

Yuexiao Dong and Zhou Yu

 

Part II: New Developments in Trial Design

5. Futility Boundary Design Based on Probability of Clinical Success under New Drug Development Paradigm

Yijie Zhou, Ruji Yao, Bo Yang and Ramachandran Suresh

 

6. Bayesian Modeling of Time Response and Dose Response for Predictive Interim Analysis of a Clinical Trial

Ming-Dauh Wang, Dominique A Williams, Elisa V Gomez, and Joyti N Rayamajhi

 

7. An ROC Approach to Evaluate interim Go/No-Go Decision-making Quality with Application to Futility Stopping in the Clinical Trial Designs

Deli Wang, Lu Cui, Lanju Zhang and Bo Yang

 

Part III: Novel Applications and Implementation

8. Recent Advancements in Geovisualization, with a Case Study on Chinese Religions

Jürgen Symanzik, Shuming Bao, XiaoTian Dai, Miao Shui and Bing She

 

9. The Efficiency of Next-Generation Gibbs-Type Samplers: An Illustration Using a Hierarchical Model in Cosmology

Xiyun Jiao, David A. van Dyk, Roberto Trotta and Hikmatali Shariff

 

10. Dynamic Spatial Pattern Recognition in Count Data Xia Wang, Ming-Hui Chen, Rita C. Kuo and Dipak K. Dey

 

11. Bias-corrected Estimators of Scalar Skew Normal

Guoyi Zhang and Rong Liu