A beginner's guide to structural equation modeling:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
New York and London
Routledge, Taylor & Francis Group
2016
|
| Edition: | Fourth edition |
| Series: | Statistics
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XXI, 345 Seiten Diagramme |
| ISBN: | 9781138811904 9781138811935 |
Staff View
MARC
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| 245 | 1 | 0 | |a A beginner's guide to structural equation modeling |c Randall E. Schumacker, Richard G. Lomax |
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Record in the Search Index
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| adam_text | Titel: A beginner s guide to structural equation modeling
Autor: Schumacker, Randall E
Jahr: 2016
TABLE OF CONTENTS
Preface xiv
About the Author xx
Chapter 1: Introduction 1
What is Structural Equation Modeling? 1
History of Structural Equation Modeling 3
Why Conduct Structural Equation Modeling? 6
Structural Equation Modeling Software 7
Book Website 13
Summary 13
Exercises 14
References 14
Chapter 2: Data Entry and Edit Issues 16
Data Set Formats 16
Data Editing Issues 17
Summary 27
Exercises 28
References 29
Chapter 3: Correlation 30
Types of Correlation Coefficients 30
Factors Affecting Correlation Coefficients 32
Outliers 35
Correction for Attenuation 36
Non-positive Definite Matrices 36
Bivariate, Part, and Partial Correlations 39
Suppressor Variable 41
Correlation versus Covariance 43
X ¦ ¦ TABLE OF CONTENTS
Variable Metrics (Standardized vs Unstandardized) 45
Causation Assumptions and Limitations 45
Summary 46
Exercises 48
References 48
Chapter 4: Regression Models 52
Overview 53
Multiple Regression Example 56
Summary 61
Measurement Eror 63
Additive Equation 64
Chapter Footnote 65
Exercises 65
References 66
Chapter 5: Path Models 69
Path Model Diagrams 70
Decomposition of Correlation Matrix 73
Path Model Example 75
Summary 81
Exercise 82
Chapter Footnote 83
References 84
Chapter 6: Factor Analysis 85
Overview 85
EFA Example 88
Pattern and Structure Matrices 92
Confirmatory Factor Analysis 93
CFA Example 93
Summary 102
Exercise 103
References 104
Chapter 7: SEM Basics 106
SEM Modeling Steps 107
Model-fit Criteria 109
Types of Model-fit Criteria 112
Hypothesis Testing 119
Parameter Significance 131
Two-Step Versus Four-Step Approach to Modeling 135
TABLE OF CONTENTS
xi
Summary 137
Exercises 138
Chapter Footnote 139
References 140
Chapter 8: Multiple Group (Sample) Models 144
Measurement Model Group Difference 145
Structural Model Group Difference 148
Multiple Sample Model 149
Summary 152
Exercises 152
Suggested Readings 154
References 155
Chapter 9: Second-Order CFA Models 156
Model Specification 157
Model Identification 158
Model Estimation 159
Model Testing 159
Model Interpretation 159
Summary 162
Exercise 162
Suggested Readings 164
References 164
Chapter 10: Dynamic Factor Model 165
Model Specification 165
Model Identification 166
Model Estimation 166
Model Testing 167
Model Interpretation 167
Summary 168
Exercise 168
Suggested Readings 169
References 169
Chapter 11: Multiple-Indicator Multiple-Cause (MIM1C) Model 170
Model Specification 170
Model Identification 171
Model Estimation 171
Model Testing 172
Model Modification 173
XÜ ¦ ¦ TABLE OF CONTENTS
Summary 175
Exercise 175
Suggested Readings 176
References 176
Chapter 12: Mixed Variable and Mixture Models 177
Mixed Variable Model—Different Variable Types 177
Model Specification 178
Model Identification 179
Model Estimation 180
Model Testing 180
Model Modification 182
Robust Chi-square Statistic 184
Mixture Model—Latent Classes 185
Summary 190
Exercises 191
Suggested Readings 193
References 193
Chapter 13: Multi-Level Models 195
It s Just Regression 195
Multi-level Model Example—Observed Variables 198
Multi-level Model Example—Latent Variables 201
Summary 202
Exercises 204
Suggested Readings 206
References 206
Chapter 14: Latent Growth Models 208
Repeated Measures Designs 208
Latent Growth Curve Model—Intercept and Slope 209
Latent Growth Curve Model—Group Differences 213
Summary 217
Exercises 218
Suggested Readings 219
References 219
Chapter 15: SEM Interaction Models 221
Main Effects and Interaction Effects 221
Kenny Judd Approach 222
Latent Variable Interaction Model 226
Summary
Exercises
Suggested Readings
References
Chapter 16: Reporting SEM Research
Overview
Checklist for Structural Equation Modeling
Data Preparation
Model Specification
Model Identification
Model Estimation
Model Testing
Model Modification
Summary
Suggested Readings
References
Answers to Exercises
Appendix 1 Introduction to Matrix Operations
Appendix 2 Statistical Tables
Name Index
Subject Index
TABLE OF CONTENTS ¦ ¦ XÜ l
230
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| spelling | Schumacker, Randall E. Verfasser (DE-588)1084801493 aut A beginner's guide to structural equation modeling Randall E. Schumacker, Richard G. Lomax Fourth edition New York and London Routledge, Taylor & Francis Group 2016 XXI, 345 Seiten Diagramme txt rdacontent n rdamedia nc rdacarrier Statistics Sozialwissenschaften Structural equation modeling Regression analysis Social sciences Statistical methods Multivariate Analyse (DE-588)4040708-1 gnd rswk-swf Strukturgleichungsmodell (DE-588)4252999-2 gnd rswk-swf Multivariate Analyse (DE-588)4040708-1 s Strukturgleichungsmodell (DE-588)4252999-2 s DE-604 Lomax, Richard G. 1954- Verfasser (DE-588)108480185X aut Erscheint auch als Online-Ausgabe 978-1-315-74910-5 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028409912&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Schumacker, Randall E. Lomax, Richard G. 1954- A beginner's guide to structural equation modeling Sozialwissenschaften Structural equation modeling Regression analysis Social sciences Statistical methods Multivariate Analyse (DE-588)4040708-1 gnd Strukturgleichungsmodell (DE-588)4252999-2 gnd |
| subject_GND | (DE-588)4040708-1 (DE-588)4252999-2 |
| title | A beginner's guide to structural equation modeling |
| title_auth | A beginner's guide to structural equation modeling |
| title_exact_search | A beginner's guide to structural equation modeling |
| title_full | A beginner's guide to structural equation modeling Randall E. Schumacker, Richard G. Lomax |
| title_fullStr | A beginner's guide to structural equation modeling Randall E. Schumacker, Richard G. Lomax |
| title_full_unstemmed | A beginner's guide to structural equation modeling Randall E. Schumacker, Richard G. Lomax |
| title_short | A beginner's guide to structural equation modeling |
| title_sort | a beginner s guide to structural equation modeling |
| topic | Sozialwissenschaften Structural equation modeling Regression analysis Social sciences Statistical methods Multivariate Analyse (DE-588)4040708-1 gnd Strukturgleichungsmodell (DE-588)4252999-2 gnd |
| topic_facet | Sozialwissenschaften Structural equation modeling Regression analysis Social sciences Statistical methods Multivariate Analyse Strukturgleichungsmodell |
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