Data analysis with Mplus:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English German |
| Published: |
New York ; London
The Guilford Press
[2013]
|
| Edition: | English edition |
| Series: | Methodology in the social sciences
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis Klappentext |
| Physical Description: | xiii, 305 Seiten Illustrationen, Diagramme |
| ISBN: | 9781462502455 9781462507825 |
Staff View
MARC
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| 240 | 1 | 0 | |a Datenanalyse mit Mplus |
| 245 | 1 | 0 | |a Data analysis with Mplus |c Christian Geiser |
| 250 | |a English edition | ||
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Record in the Search Index
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|---|---|
| adam_text | Contents
1 • Data Management in SPSS
1.1 Coding Missing Values 2
1.2 Exporting an ASCII Data File for Mplus
2 • Reading Data Into Mplus
2.1 Importing and Analyzing Individual Data
(Raw Data) 10
2.1.1 Basic Structure of the Mplus Syntax
and BAS IC Analysis 10
2.1.2 Mplus Output for BASIC Analysis 14
2.2 Importing and Analyzing Summary Data
(Covariance or Correlation Matrices) 21
3 • linear Structural Equation Models
3.1 What Are Linear SEMs? 24
3.2 Simple Linear Regression Analysis
with Manifest Variables 28
3.3 Latent Regression Analysis 39
3.4 Confirmatory Factor Analysis 51
3.4.1 First-Order CFA 51
3.4.2 Second-Order CFA 58
3.5 Path Models and Mediator Analysis 62
3.5.1 Introduction and Manifest Path Analysis
3.5.2 Manifest Path Analysis in Mplus 65
3.5.3 Latent Path Analysis 73
3.5.4 Latent Path Analysis in Mplus 74
xii Contents
4 • Structural Equation Models 81
for Measuring Variability and Change
4.1 LS Analysis 82
4.1.1 LS versus LST Models 85
4.1.2 Analysis of LS Models in Mplus 85
4.1.3 Modeling Indicator-Specific Effects 88
4.1.4 Testing for Measurement Invariance across Time 99
4.2 LST Analysis 116
4.3 Autoregressive Models 126
4.3.1 Manifest Autoregressive Models 127
4.3.2 Latent Autoregressive Models 133
4.4 Latent Change Models 145
4.5 Latent Growth Curve Models 163
4.5.1 First-Order LGCMs 164
4.5.2 Second-Order LGCMs 183
5 • Multilevel Regression Analysis 195
5.1 Introduction to Multilevel Analysis 195
5.2 Specification of Multilevel Models in Mplus 197
5.3 Option TwoLevel BASIC 198
5.4 Random Intercept Models 205
5.4.1 Null Model (Intercept-Only Model) 205
5.4.2 One-Way Random Effects ANCOVA 209
5.4.3 Means-as-Outcomes Model 214
5.5 Random Intercept and Slope Models 220
5.5.1 Random Coefficient Regression Analysis 221
5.5.2 Intercepts-and-Slopes-as-Outcomes Model 224
6 • Latent Class Analysis
6.1 Introduction to Latent Class Analysis 232
6.2 Specification of LCA Models in Mplus 235
6.3 Model Fit Assessment and Model Comparisons
6.3.1 Absolute Model Fit 258
6.3.2 Relative Model Fit 263
6.3.3 Interpretability 268
Appendix A. Summary of Key Mplus Commands 271
Discussed in This Book
Appendix B. Common Mistakes in the Mplus 279
Input Setup and Troubleshooting
Appendix C. Further Readings 283
232
257
Contents xiii
References 285
Author Index 293
Subject Index 296
About the Author 305
A PRACTICAL INTRODUCTION TO USING MpLUS FOR THE ANALYSIS OF MULTIVARIATE DATA, THIS
volume provides step-by-step guidance, complete with real data examples, numerous screen
shots, and output excerpts. The author shows how to prepare a data set for import in Mplus
using SPSS. He explains how to specify different types of models in Mplus syntax and address
typical caveats—for example, assessing measurement invariance in longitudinal SEMs. Coverage
includes path and factor analytic models as well as mediational, longitudinal, multilevel, and
latent class models. Specific programming tips and solution strategies are presented in boxes
in each chapter. The companion website {www.^uilford.com/^iscr-matemls) features data sets,
annotated syntax files, and output for all of the examples. Of special utility to instructors and
students, many of the examples can be run with the free demo version of Mplus.
|
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| id | DE-604.BV042162522 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T01:14:15Z |
| institution | BVB |
| isbn | 9781462502455 9781462507825 |
| language | English German |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-027602139 |
| oclc_num | 854718861 |
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| owner_facet | DE-19 DE-BY-UBM DE-188 DE-11 DE-29 DE-634 DE-384 |
| physical | xiii, 305 Seiten Illustrationen, Diagramme |
| publishDate | 2013 |
| publishDateSearch | 2013 |
| publishDateSort | 2013 |
| publisher | The Guilford Press |
| record_format | marc |
| series2 | Methodology in the social sciences |
| spelling | Geiser, Christian 1978- Verfasser (DE-588)13650082X aut Datenanalyse mit Mplus Data analysis with Mplus Christian Geiser English edition New York ; London The Guilford Press [2013] © 2013 xiii, 305 Seiten Illustrationen, Diagramme txt rdacontent n rdamedia nc rdacarrier Methodology in the social sciences Mplus (DE-588)7716737-5 gnd rswk-swf Mplus (DE-588)7716737-5 s DE-604 Digitalisierung UB Augsburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027602139&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Augsburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027602139&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Geiser, Christian 1978- Data analysis with Mplus Mplus (DE-588)7716737-5 gnd |
| subject_GND | (DE-588)7716737-5 |
| title | Data analysis with Mplus |
| title_alt | Datenanalyse mit Mplus |
| title_auth | Data analysis with Mplus |
| title_exact_search | Data analysis with Mplus |
| title_full | Data analysis with Mplus Christian Geiser |
| title_fullStr | Data analysis with Mplus Christian Geiser |
| title_full_unstemmed | Data analysis with Mplus Christian Geiser |
| title_short | Data analysis with Mplus |
| title_sort | data analysis with mplus |
| topic | Mplus (DE-588)7716737-5 gnd |
| topic_facet | Mplus |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027602139&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027602139&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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