Chapter 1 Introduction
1.1 Background
1.2 Source and Significance
1.3 Literature Review
1.4 Research Contents and Structure
1.4.1 Research Contents
1.4.2 Thesis Outline
1.5 Brief Summary
Chapter 2 Distributed Processing
2.1 Numerical Optimization Algorithm
2.2 Method in Statistics
2.3 Brief Summary
Chapter 3 Quantile Regression Model
3.1 Quantile Varying Coefficients Regression
3.1.1 General Form
3.1.2 Variable Selection in High-Dimensional Data
3.1.3 Distributed Regression Model under Memory Constraint
3.2 Asymptotic Properties
3.3 Brief Summary
Chapter 4 Empirical Results
4.1 Numerical Simulations
4.2 Real Data Example
4.3 Brief Summary
Conclusions
1. Main results
2. Innovation
3. Prospect
结论
1. 主要结果
2. 创新点
3. 展望
参考文献
声明
致谢
哈尔滨工业大学;
