over the last few years, significant developments have been taking place in high-dimensional data analysis, driven primarily by a wide range of applications in many fields such as genomics and signal processing. in particular, substantial advances have been made in the areas of feature selection, covariance estimation,classification and regression. this book intends to examine important issues arising from high-dimensional data analysis to explore key ideas for statistical inference and prediction.
it is structured around topics on multiple hypothesis testing, feature selection, regression, classification, dimension reduction, as well as applications in survival analysis and biomedical research.
the book will appeal to graduate students and new researchers interested in the plethora of opportunities available in highdimensional data analysis.
- Part I High-Dimensional Classification(第x頁)
- Chapter 1 High-Dimensional Classification Jianqing Fan, Yingying Fan and Yichao Wu(第3頁)
- Chapter 2 Flexible Large Margin Classifiers Yufeng Liu and Yichao Wu(第39頁)
- Part II Large-Scale Multiple Testing(第73頁)
- Chapter 3 A Compound Decision-Theoretic Approach to Large-Scale Multiple Testing T. Tony Cai and Wenguang Sun(第75頁)
- Part III Model Building with Variable Selection(第118頁)
- Chapter 4 Model Building with Variable Selection Ming Yuan(第119頁)
- Chapter 5 Bayesian Variable Selection in Regression with Networked Predictors Feng Tai, Wei Pan and Xiaotong Shen(第147頁)
- Part IV High-Dimensional Statistics in Genomics(第167頁)
- Chapter 6 High-Dimensional Statistics in Genomics Hongzhe Li(第169頁)
- Chapter 7 An Overview on Joint Modeling of Censored Survival Time and Longitudinal Data Runze Li and Jian-Jian Ren(第195頁)
- Part V Analysis of Survival and Longitudinal Data(第222頁)
- Chapter 8 Survival Analysis with High-Dimensional Covariates Bin Nan(第223頁)
- Part VI Sufficient Dimension Reduction in Regression(第256頁)
- Chapter 9 Sufficient Dimension Reduction in Regression Xiangrong Yin(第257頁)
- chapter10 Combining Statistical Procedures Lihua Chen and Yuhong Yang(第275頁)
- Subject Index(第299頁)
- Author Index(第301頁)