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Data Analysis with Mplus
Taschenbuch von Christian Geiser
Sprache: Englisch

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Über den Autor

Christian Geiser, PhD, is a former professor of quantitative psychology. He currently works as an instructor and statistical consultant. His areas of expertise are in structural equation modeling, longitudinal data analysis, latent class modeling, multitrait-multimethod analysis, and measurement. His website is [...].

Inhaltsverzeichnis

1. Data Management in SPSS
1.1 Coding Missing Values
1.2 Exporting an ASCII Data File for Mplus
2. Reading Data into Mplus
2.1 Importing and Analyzing Individual Data (Raw Data)
2.1.1 Basic Structure of the Mplus Syntax and Basic Analysis
2.1.2 Mplus Output for Basic Analysis
2.2 Importing and Analyzing Summary Data (Covariance or Correlation Matrices)
3. Linear Structural Equation Models
3.1 What are Linear SEMs?
3.2 Simple Linear Regression Analysis with Manifest Variables
3.3 Latent Regression Analysis
3.4 Confirmatory Factor Analysis
3.4.1 First-Order CFA
3.4.2 Second-Order CFA
3.5 Path Models and Mediator Analysis
3.5.1 Introduction and Manifest Path Analysis
3.5.2 Manifest Path Analysis in Mplus
3.5.3 Latent Path Analysis
3.5.4 Latent Path Analysis in Mplus
4. Structural Equation Models for Measuring Variability and Change
4.1 Latent State Analysis
4.1.1 LS versus LST Models
4.1.2 Analysis of LS Models in Mplus
4.1.3 Modeling Indicator-Specific Effects
4.1.4 Testing for Measurement Invariance across Time
4.2 LST Analysis
4.3 Autoregressive Models
4.3.1 Manifest Autoregressive Models
4.3.2 Latent Autoregressive Models
4.4 Latent Change Models
4.5 Latent Growth Curve Models
4.5.1 First-Order LGCMs
4.5.2 Second-Order LGCMs
5. Multilevel Regression Analysis
5.1 Introduction to Multilevel Analysis
5.2 Specification of Multilevel Models in Mplus
5.3 Option two level basic
5.4 Random Intercept Models
5.4.1 Null Model (Intercept-Only Model)
5.4.2 One-Way Random Effects of ANCOVA
5.4.3 Means-as-Outcomes Model
5.5 Random Intercept and Slope Models
5.5.1 Random Coefficient Regression Analysis
5.5.2 Intercepts-and-Slopes-as-Outcomes Model
6. Latent Class Analysis
6.1 Introduction to Latent Class Analysis
6.2 Specification of LCA Models in Mplus
6.3 Model Fit Assessment and Model Comparisons
6.3.1 Absolute Model Fit
6.3.2 Relative Model Fit
6.3.3 Interpretability
Appendix A: Summary of Key Mplus Commands Discussed in This Book
Appendix B: Common Mistakes in the Mplus Input Setup and Troubleshooting
Appendix C: Further Readings

Details
Erscheinungsjahr: 2013
Fachbereich: Grundlagen (Methodik & Statistik)
Genre: Importe, Psychologie
Rubrik: Geisteswissenschaften
Medium: Taschenbuch
Inhalt: Einband - flex.(Paperback)
ISBN-13: 9781462502455
ISBN-10: 1462502458
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Geiser, Christian
Hersteller: Guilford Publications
Verantwortliche Person für die EU: Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 236 x 174 x 25 mm
Von/Mit: Christian Geiser
Erscheinungsdatum: 22.01.2013
Gewicht: 0,456 kg
Artikel-ID: 106216740
Über den Autor

Christian Geiser, PhD, is a former professor of quantitative psychology. He currently works as an instructor and statistical consultant. His areas of expertise are in structural equation modeling, longitudinal data analysis, latent class modeling, multitrait-multimethod analysis, and measurement. His website is [...].

Inhaltsverzeichnis

1. Data Management in SPSS
1.1 Coding Missing Values
1.2 Exporting an ASCII Data File for Mplus
2. Reading Data into Mplus
2.1 Importing and Analyzing Individual Data (Raw Data)
2.1.1 Basic Structure of the Mplus Syntax and Basic Analysis
2.1.2 Mplus Output for Basic Analysis
2.2 Importing and Analyzing Summary Data (Covariance or Correlation Matrices)
3. Linear Structural Equation Models
3.1 What are Linear SEMs?
3.2 Simple Linear Regression Analysis with Manifest Variables
3.3 Latent Regression Analysis
3.4 Confirmatory Factor Analysis
3.4.1 First-Order CFA
3.4.2 Second-Order CFA
3.5 Path Models and Mediator Analysis
3.5.1 Introduction and Manifest Path Analysis
3.5.2 Manifest Path Analysis in Mplus
3.5.3 Latent Path Analysis
3.5.4 Latent Path Analysis in Mplus
4. Structural Equation Models for Measuring Variability and Change
4.1 Latent State Analysis
4.1.1 LS versus LST Models
4.1.2 Analysis of LS Models in Mplus
4.1.3 Modeling Indicator-Specific Effects
4.1.4 Testing for Measurement Invariance across Time
4.2 LST Analysis
4.3 Autoregressive Models
4.3.1 Manifest Autoregressive Models
4.3.2 Latent Autoregressive Models
4.4 Latent Change Models
4.5 Latent Growth Curve Models
4.5.1 First-Order LGCMs
4.5.2 Second-Order LGCMs
5. Multilevel Regression Analysis
5.1 Introduction to Multilevel Analysis
5.2 Specification of Multilevel Models in Mplus
5.3 Option two level basic
5.4 Random Intercept Models
5.4.1 Null Model (Intercept-Only Model)
5.4.2 One-Way Random Effects of ANCOVA
5.4.3 Means-as-Outcomes Model
5.5 Random Intercept and Slope Models
5.5.1 Random Coefficient Regression Analysis
5.5.2 Intercepts-and-Slopes-as-Outcomes Model
6. Latent Class Analysis
6.1 Introduction to Latent Class Analysis
6.2 Specification of LCA Models in Mplus
6.3 Model Fit Assessment and Model Comparisons
6.3.1 Absolute Model Fit
6.3.2 Relative Model Fit
6.3.3 Interpretability
Appendix A: Summary of Key Mplus Commands Discussed in This Book
Appendix B: Common Mistakes in the Mplus Input Setup and Troubleshooting
Appendix C: Further Readings

Details
Erscheinungsjahr: 2013
Fachbereich: Grundlagen (Methodik & Statistik)
Genre: Importe, Psychologie
Rubrik: Geisteswissenschaften
Medium: Taschenbuch
Inhalt: Einband - flex.(Paperback)
ISBN-13: 9781462502455
ISBN-10: 1462502458
Sprache: Englisch
Einband: Kartoniert / Broschiert
Autor: Geiser, Christian
Hersteller: Guilford Publications
Verantwortliche Person für die EU: Produktsicherheitsverantwortliche/r, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 236 x 174 x 25 mm
Von/Mit: Christian Geiser
Erscheinungsdatum: 22.01.2013
Gewicht: 0,456 kg
Artikel-ID: 106216740
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