Introduction to Empirical Processes and Semiparametric Inference

1. Overview

1. Introduction

2. An Overview of Empirical Processes

3. Overview of Semiparametric Inference

4. Case Studies I

2. Empirical Processes

5. Introduction to Empirical Processes

6. Preliminaries for Empirical Processes

7. Stochastic Convergence

8. Empirical Process Methods

9. Entropy Calculations

10. Bootstrapping Empirical Processes

11. Additional Empirical Process Results

12. The Functional Delta Method

13. Z-Estimators

14. M-Estimators

15. Case Studies II

3. Semiparametric Inference

16. Introduction to Semiparametric Inference

17. Preliminaries for Semiparametric Inference

18. Semiparametric Models and Efficiency

19. Efficient Inference for Finite-Dimensional Parameters

20. Efficient Inference for Infinite-Dimensional Parameters

21. Semiparametric M-Estimation

22. Case Studies III

DRM-restrictions

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Avainsanat: MATHEMATICS / Probability & Statistics / General MAT029000