Nonparametric Regression Methods for Longitudinal Data Analysis: Mixed-Effects Modeling Approaches

Nonparametric Regression Methods for Longitudinal Data Analysis: Mixed-Effects Modeling Approaches

By Hulin Wu and Jin-Ting Zang

Preface

Contents

Datasets

Matlab Software

Order Book

 

Matlab Software

1. Introduction

2. Parametric Mixed-Effects Models

3. Nonparametric Regression Smoothers

4. Local Polynomial Methods

5. Regression Spline Methods

6. Smoothing Splines Methods

7. Penalized Spline Methods

8. Semiparametric Models

9. Time-Varying Coefficient Models