TY - BOOK AU - Best, Henning AU - Wolf, Christof TI - The SAGE Handbook of Regression Analysis and Causal Inference SN - 9781446252444 U1 - 519.536 PY - 2015/// CY - Los Angeles PB - Sage Publications Ltd. KW - Mathematical Statistics KW - Regression Analysis KW - Social Sciences -- Statistical Methods N1 - 1. Introduction Part I: Estimation and Inference 2. Estimation Techniques: Ordinary least squares and maximum likelihood 3. Bayesian Estimation of Regression Models Part II: Regression Analysis For Cross-Sections 4. Linear Regression 5. Regression Analysis: Assumptions and Diagnostics 6. Non-Linear and Non-Additive Effects in Linear Regression 7. The Multilevel Regression Model 8. Logistic Regression 9. Regression Models for Nominal and Ordinal Outcomes 10. Graphical Display of Regression Results 11. Regression With Complex Samples Part III: Causal Inference and Analysis Of Longitudinal Data 12. Matching Estimators for Treatment Effects 13. Instrumental Variables Regression 14. Regression Discontinuity Designs in Social Sciences 15. Fixed-effects Panel Regression 16. Event History Analysis 17. Time-Series Cross-Section ER -