The SAGE Handbook of Regression Analysis and Causal Inference
The SAGE Handbook of Regression Analysis and Causal Inference
Editor/Author
Best, Henning and Wolf, Christof
Publication Year: 2014
Publisher: Sage UK
Single-User Purchase Price:
$175.00

Unlimited-User Purchase Price:
$262.50
ISBN: 978-1-44-625244-4
Category: Mathematics & Statistics - Statistics
Image Count:
140
Book Status: Available
Table of Contents
Edited and written by a team of leading international social scientists, this Handbook provides a comprehensive introduction to multivariate methods. The Handbook focuses on regression analysis of cross-sectional and longitudinal data with an emphasis on causal analysis, thereby covering a large number of different techniques including selection models, complex samples, and regression discontinuities.
Table of Contents
- Contributors
- Preface
- Introduction - Christof Wolf, Henning Best
- Estimation and Inference
- Estimation Techniques: Ordinary Least Squares and Maximum Likelihood - Martin Elff
- Bayesian Estimation of Regression Models - Susumu Shikano
- Regression Analysis for Cross-Sections
- Linear Regression - Christof Wolf, Henning Best
- Regression Analysis: Assumptions and Diagnostics - Bart Meuleman, Geert Loosveldt, Viktor Emonds
- Non-Linear and Non-Additive Effects in Linear Regression - Henning Lohmann
- The Multilevel Regression Model - Joop Hox, Leoniek Wijngaards-de Meij
- Logistic Regression - Henning Best, Christof Wolf
- Regression Models for Nominal and Ordinal Outcomes - J. Scott Long
- Graphical Display of Regression Results - Gerrit Bauer
- Regression with Complex Samples - Steven G. Heeringa, Brady T. West, Patricia A. Berglund
- Causal Inference and Analysis of Longitudinal Data
- Matching Estimators for Treatment Effects - Markus Gangl
- Instrumental Variables Regression - Christopher Muller, Christopher Winship, Stephen L. Morgan
- Regression Discontinuity Designs in Social Sciences - David S. Lee, Thomas Lemieux
- Fixed-Effects Panel Regression - Josef Brüderl, Volker Ludwig
- Event History Analysis - Hans-Peter Blossfeld, Gwendolin J. Blossfeld
- Time-Series Cross-Section - Jessica Fortin-Rittberger
- Subject Index