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Covering both general and advanced aspects of multivariate methods, this handbook focuses on regression analysis of cross-sectional and longitudinal data with an emphasis on causal analysis and provides readers with an introduction to and exploration of a large range of techniques.
Covering both general and advanced aspects of multivariate methods, this handbook focuses on regression analysis of cross-sectional and longitudinal data with an emphasis on causal analysis and provides readers with an introduction to and exploration of a large range of techniques.
Inhaltsverzeichnis
Introduction - Christof Wolf and Henning Best
PART I: ESTIMATION AND INFERENCE
Estimation Techniques: Ordinary least squares and maximum likelihood - Martin Elff
Bayesian Estimation of Regression Models - Susumu Shikano
PART II: REGRESSION ANALYSIS FOR CROSS-SECTIONS
Linear Regression - Christof Wolf and Henning Best
Regression Analysis: Assumptions and Diagnostics - Bart Meuleman, Geert Loosveldt and Viktor Emonds
Non-Linear and Non-Additive Effects in Linear Regression - Henning Lohmann
The Multilevel Regression Model - Joop Hox and Leoniek Wijngaards-de Meij
Logistic Regression - Henning Best and 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 and Patricia A. Berglund
PART III: CAUSAL INFERENCE AND ANALYSIS OF LONGITUDINAL DATA
Matching Estimators for Treatment Effects - Markus Gangl
Instrumental Variables Regression - Christopher Muller, Christopher Winship and Stephen L. Morgan
Regression Discontinuity Designs in Social Sciences - David S. Lee and Thomas Lemieux
Fixed-effects Panel Regression - Josef Bruderl and Volker Ludwig
Event History Analysis - Hans-Peter Blossfeld and Gwendoline J. Blossfeld
Time-Series Cross-Section - Jessica Fortin-Rittberger
PART I: ESTIMATION AND INFERENCE
Estimation Techniques: Ordinary least squares and maximum likelihood - Martin Elff
Bayesian Estimation of Regression Models - Susumu Shikano
PART II: REGRESSION ANALYSIS FOR CROSS-SECTIONS
Linear Regression - Christof Wolf and Henning Best
Regression Analysis: Assumptions and Diagnostics - Bart Meuleman, Geert Loosveldt and Viktor Emonds
Non-Linear and Non-Additive Effects in Linear Regression - Henning Lohmann
The Multilevel Regression Model - Joop Hox and Leoniek Wijngaards-de Meij
Logistic Regression - Henning Best and 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 and Patricia A. Berglund
PART III: CAUSAL INFERENCE AND ANALYSIS OF LONGITUDINAL DATA
Matching Estimators for Treatment Effects - Markus Gangl
Instrumental Variables Regression - Christopher Muller, Christopher Winship and Stephen L. Morgan
Regression Discontinuity Designs in Social Sciences - David S. Lee and Thomas Lemieux
Fixed-effects Panel Regression - Josef Bruderl and Volker Ludwig
Event History Analysis - Hans-Peter Blossfeld and Gwendoline J. Blossfeld
Time-Series Cross-Section - Jessica Fortin-Rittberger
Details
Erscheinungsjahr: | 2014 |
---|---|
Fachbereich: | Allgemeines |
Rubrik: | Sozialwissenschaften |
Medium: | Buch |
Inhalt: | Gebunden |
ISBN-13: | 9781446252444 |
ISBN-10: | 1446252442 |
Sprache: | Englisch |
Ausstattung / Beilage: | HC gerader Rücken kaschiert |
Einband: | Gebunden |
Autor: | Best, Henning |
Redaktion: | Wolf, Christof |
Hersteller: | SAGE Publications Ltd |
Maße: | 250 x 175 x 27 mm |
Von/Mit: | Christof Wolf |
Erscheinungsdatum: | 06.11.2014 |
Gewicht: | 0,912 kg |
Inhaltsverzeichnis
Introduction - Christof Wolf and Henning Best
PART I: ESTIMATION AND INFERENCE
Estimation Techniques: Ordinary least squares and maximum likelihood - Martin Elff
Bayesian Estimation of Regression Models - Susumu Shikano
PART II: REGRESSION ANALYSIS FOR CROSS-SECTIONS
Linear Regression - Christof Wolf and Henning Best
Regression Analysis: Assumptions and Diagnostics - Bart Meuleman, Geert Loosveldt and Viktor Emonds
Non-Linear and Non-Additive Effects in Linear Regression - Henning Lohmann
The Multilevel Regression Model - Joop Hox and Leoniek Wijngaards-de Meij
Logistic Regression - Henning Best and 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 and Patricia A. Berglund
PART III: CAUSAL INFERENCE AND ANALYSIS OF LONGITUDINAL DATA
Matching Estimators for Treatment Effects - Markus Gangl
Instrumental Variables Regression - Christopher Muller, Christopher Winship and Stephen L. Morgan
Regression Discontinuity Designs in Social Sciences - David S. Lee and Thomas Lemieux
Fixed-effects Panel Regression - Josef Bruderl and Volker Ludwig
Event History Analysis - Hans-Peter Blossfeld and Gwendoline J. Blossfeld
Time-Series Cross-Section - Jessica Fortin-Rittberger
PART I: ESTIMATION AND INFERENCE
Estimation Techniques: Ordinary least squares and maximum likelihood - Martin Elff
Bayesian Estimation of Regression Models - Susumu Shikano
PART II: REGRESSION ANALYSIS FOR CROSS-SECTIONS
Linear Regression - Christof Wolf and Henning Best
Regression Analysis: Assumptions and Diagnostics - Bart Meuleman, Geert Loosveldt and Viktor Emonds
Non-Linear and Non-Additive Effects in Linear Regression - Henning Lohmann
The Multilevel Regression Model - Joop Hox and Leoniek Wijngaards-de Meij
Logistic Regression - Henning Best and 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 and Patricia A. Berglund
PART III: CAUSAL INFERENCE AND ANALYSIS OF LONGITUDINAL DATA
Matching Estimators for Treatment Effects - Markus Gangl
Instrumental Variables Regression - Christopher Muller, Christopher Winship and Stephen L. Morgan
Regression Discontinuity Designs in Social Sciences - David S. Lee and Thomas Lemieux
Fixed-effects Panel Regression - Josef Bruderl and Volker Ludwig
Event History Analysis - Hans-Peter Blossfeld and Gwendoline J. Blossfeld
Time-Series Cross-Section - Jessica Fortin-Rittberger
Details
Erscheinungsjahr: | 2014 |
---|---|
Fachbereich: | Allgemeines |
Rubrik: | Sozialwissenschaften |
Medium: | Buch |
Inhalt: | Gebunden |
ISBN-13: | 9781446252444 |
ISBN-10: | 1446252442 |
Sprache: | Englisch |
Ausstattung / Beilage: | HC gerader Rücken kaschiert |
Einband: | Gebunden |
Autor: | Best, Henning |
Redaktion: | Wolf, Christof |
Hersteller: | SAGE Publications Ltd |
Maße: | 250 x 175 x 27 mm |
Von/Mit: | Christof Wolf |
Erscheinungsdatum: | 06.11.2014 |
Gewicht: | 0,912 kg |
Warnhinweis