Structural equation modeling with AMOS: basic concepts, applications, and programming
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York [u.a.]
Routledge
2010
|
| Ausgabe: | 2. ed. |
| Schriftenreihe: | Multivariate applications series
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Literaturverz. S. 367 - 383 |
| Beschreibung: | XVIII, 396 S. Ill., graph. Darst. |
| ISBN: | 9780805863727 9780805863734 |
Internformat
MARC
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| 020 | |a 9780805863727 |c hbk |9 978-0-8058-6372-7 | ||
| 020 | |a 9780805863734 |c pbk |9 978-0-8058-6373-4 | ||
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| 084 | |a DAT 303f |2 stub | ||
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| 100 | 1 | |a Byrne, Barbara M. |d 1935- |e Verfasser |0 (DE-588)111905303 |4 aut | |
| 245 | 1 | 0 | |a Structural equation modeling with AMOS |b basic concepts, applications, and programming |c Barbara M. Byrne |
| 250 | |a 2. ed. | ||
| 264 | 1 | |a New York [u.a.] |b Routledge |c 2010 | |
| 300 | |a XVIII, 396 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Multivariate applications series | |
| 500 | |a Literaturverz. S. 367 - 383 | ||
| 630 | 0 | 4 | |a AMOS |
| 650 | 7 | |a Amos (computerprogramma) |2 gtt | |
| 650 | 7 | |a Multivariate analyse |2 gtt | |
| 650 | 7 | |a Statistische modellen |2 gtt | |
| 650 | 7 | |a Structurele vergelijkingen |2 gtt | |
| 650 | 4 | |a Structural equation modeling | |
| 650 | 0 | 7 | |a AMOS |g Programm |0 (DE-588)4233950-9 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Strukturgleichungsmodell |0 (DE-588)4252999-2 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a AMOS |g Software |0 (DE-588)7696404-8 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a AMOS |g Software |0 (DE-588)7696404-8 |D s |
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Datensatz im Suchindex
| _version_ | 1804140696228069376 |
|---|---|
| adam_text | Contents
Preface
................................................................................................................xv
Acknowledgments
..........................................................................................xix
Section I: Introduction
Chapter
1
Structural equation models: The basics
.................................3
Basic concepts
.....................................................................................................4
Latent versus observed variables
................................................................4
Exogenous versus endogenous latent variables
........................................5
The factor analytic model
.............................................................................5
The full latent variable model
.....................................................................6
General purpose and process of statistical modeling
..............................7
The general structural equation model
..........................................................9
Symbol notation
.............................................................................................9
The path diagram
..........................................................................................9
Structural equations
...................................................................................11
Nonvisible components of a model
..........................................................12
Basic composition
........................................................................................12
The formulation of covariance and mean structures
.............................14
Endnotes............................................................................................................15
Chapter
2
Using the AMOS program
-----------------------------...........17
Working with AMOS Graphics: Example
1..................................................18
Initiating AMOS Graphics
.........................................................................18
AMOS modeling tools
................................................................................18
The hypothesized model
............................................................................22
Drawing the path diagram
........................................................................ 23
Understanding the basic components of model
1..................................31
The concept of model identification
.........................................................33
Working with AMOS Graphics: Example
2..................................................35
The hypothesized model
...........................................................................35
viii Contents
Drawing the path diagram
........................................................................38
Working with AMOS Graphics: Example
3..................................................41
The hypothesized model
............................................................................42
Drawing the path diagram
........................................................................45
Endnotes............................................................................................................49
Section II: Applications in single-group analyses
Chapter
3
Testing for the factorial validity of a
theoretical construct (First-order
CFA
model)
....................53
The hypothesized model
.................................................................................53
Hypothesis
1:
Self-concept is a four-factor structure
..................................54
Modeling with AMOS Graphics
....................................................................56
Model specification
.....................................................................................56
Data specification
........................................................................................60
Calculation of estimates
.............................................................................62
AMOS text output: Hypothesized four-factor model
............................64
Model summary
..........................................................................................65
Model variables and parameters
...............................................................65
Model evaluation
.........................................................................................66
Parameter estimates
....................................................................................67
Feasibility of parameter estimates
..................................................67
Appropriateness of standard errors
................................................67
Statistical significance of parameter estimates
..............................68
Model as a whole
.........................................................................................68
The model-fitting process
.................................................................70
The issue of statistical significance
.................................................71
The estimation process
.....................................................................73
Goodness-of-fit statistics
...................................................................73
Model misspecification
...............................................................................84
Residuals
.............................................................................................85
Modification indices.
.........................................................................86
Post hoc analyses
..............................................................................................89
Hypothesis
2:
Self-concept is a two-factor structure
..................................91
Selected AMOS text output: Hypothesized two-factor model
.............93
Hypothesis
3:
Self-concept is a one-factor structure
...................................93
Endnotes............................................................................................................95
Chapter
4
Testing for the factorial validity of scores
from a measuring instrument
ffîrst-order CFA
model)
_____......_____..........__.__.___. 97
The measuring instrument under study
......................................................98
The hypothesized model..
.............................................,...........................„.....98
Contents ix
Modeling with AMOS Graphics
....................................................................98
Selected AMOS output: The hypothesized model
...............................102
Model summary
..............................................................................102
Assessment of normality
................................................................102
Assessment of multivariate outliers
..............................................105
Model evaluation
.......................................................................................106
Goodness-of-fit summary
..............................................................106
Modification indices
........................................................................108
Post hoc analyses
.............................................................................................
HI
Model
2.............................................................................................................
Ill
Selected AMOS output: Model
2..............................................................114
Model
3.............................................................................................................114
Selected AMOS output: Model
3..............................................................114
Modelé
.............................................................................................................118
Selected AMOS output: Model
4..............................................................118
Comparison with robust analyses based on the
Satorra-Bentler scaled statistic
.................................................................125
Endnotes..........................................................................................................127
Chapter
5
Testing for the factorial validity of scores from a
measuring instrument (Second-order
CFA
model)....
......129
The hypothesized model
...............................................................................130
Modeling with AMOS Graphics
..................................................................130
Selected AMOS output: Preliminary model
.........................................134
Selected AMOS output: The hypothesized model
...............................137
Model evaluation
.......................................................................................140
Goodness-of-fit summary
..............................................................140
Model maximum likelihood (ML) estimates
................................141
Estimation of continuous versus categorical variables
.............................143
Categorical variables analyzed as continuous variables
.....................148
The issues
...................................................................................................148
Categorical variables analyzed as categorical variables...
...................149
The theory
.........................................................................................149
The assumptions
..............................................................................150
Generał
analytic strategies
.............................................................150
The AMOS approach to analysis of categorical variables
........................ 151
What is Bayesian estimation?
..................................................................151
Application of Bayesian estimation
........................................................ 152
Chapter
6
Testing for the validity of a eausal structure
....„...,...,.,—161
The hypothesized model.......
.........................................................................161
Modeling with AMOS Graphics
...................................................................162
χ
Contents
Formulation
of indicator variables
.........................................................163
Confirmatory factor analyses
..................................................................164
Selected AMOS output: Hypothesized model
.......................................174
Model assessment
......................................................................................176
Goodness-of-fit summary
...............................................................176
Modification indices
.................................................................................177
Post Hoc analyses
...........................................................................................178
Selected AMOS output: Model
2..............................................................178
Model assessment
.....................................................................................178
Goodness-of-fit summary
..............................................................178
Modification indices
........................................................................179
Selected AMOS output: Model
3.............................................................180
Model assessment
............................................................................180
Modification indices
........................................................................180
Selected AMOS output: Model
4.............................................................181
Model Assessment
...........................................................................181
Modification indices
........................................................................181
Selected AMOS output: Model
5
assessment
........................................182
Goodness-of-fit summary
..............................................................182
Modification indices
........................................................................182
Selected AMOS output: Model
6.............................................................182
Model assessment
............................................................................182
The issue of model parsimony
.......................................................183
Selected AMOS output: Model
7
(final model)
.....................................186
Model assessment
............................................................................186
Parameter estimates
........................................................................187
Endnotes..........................................................................................................194
Section III: Applications in multiple-group analyses
Chapter
7
Testing for the factorial equivalence of
scores from a measuring instrument
(First-order
CFA
model),
_________.....................................197
Testing for multigraup
invariance:
The
generai
notion
...........................198
The testing strategy
...................................................................................199
The hypothesized model.
..............................................................................200
Establishing baseline models: The general notion..
.............................200
Establishing the baseline models: Elementary and
secondary teachers
....................................................................................202
Modeling with AMOS Graphics..
................................................................205
Testing for multigroup
invariance:
The
configurai modei
...................... 208
Contents xi
Selected AMOS output: The
configurai
model
(No equality constraints imposed)
.........................................................209
Model assessment
.....................................................................................212
Testing for measurement and structural
invariance:
The
specification process
.................................................................................213
The manual multiple-group approach
..........................................214
The automated multiple-group approach
.................................... 217
Testing for measurement and structural
invariance:
Model assessment
.....................................................................................221
Testing for multigroup
invariance:
The measurement model
................. 221
Model assessment
.....................................................................................222
Testing for multigroup
invariance:
The structural model
.......................228
Endnotes..........................................................................................................230
Chapter
8
Testing for the equivalence of latent
mean structures (First-order
CFA
model)
...__...................231
Basic concepts underlying tests of latent mean structures
......................231
Estimation of latent variable means
.......................................................233
Model identification
........................................................................233
Factor identification
.........................................................................234
The hypothesized model
...............................................................................234
The baseline models
.................................................................................236
Modeling with AMOS Graphics
........................,......................................... 238
The structured means model
..................................................................238
Testing for latent mean differences
.............................................................238
The hypothesized multigroup model
....................................................238
Steps in the testing process
......................................................................238
Testing for
configurai invariance
..................................................239
Testing for measurement
invariance
............................................239
Testing for latent mean differences
.......,.......................................243
Selected AMOS output: Model summary
.............................................247
Selected AMOS output: Goodness-of-fit statistics
................................250
Selected AMOS output Parameter estimates
.......................................250
High-track students
.........................................................................250
Low-track students
..........................................................................254
Endnotes..........................................................................................................256
Chapter
9
Testing for the equivalence of a causal stractfflre«..,....,™25?
Cross-validation in
covariante
structure modeling
.................................257
Testing for
invariance
across calibration and validation samples..........
259
The hypothesized model
...............................„....„....................................260
Establishing a baseline model......
........................................................... 262
xii Contents
Modeling with AMOS Graphics
..................................................................266
Testing for the
invariance
of causal structure using the
automated approach
.................................................................................266
Selected AMOS output: Goodness-of-fit statistics for
comparative tests of multigroup
invariance
.........................................269
The traditional %2 difference approach
...................................................269
The practical CFI difference approach
...................................................271
Section IV: Other important applications
Chapter
10
Testing for construct validity:
The multitrait-multimethod model
...................................275
The general
CFA
approach to MTMM analyses
.........................................276
Model
1:
Correlated traits/correlated methods
.....................................278
Model
2:
No traits/correlated methods
..................................................285
Model
3:
Perfectly correlated traits/freely
correlated methods
...................................................................................287
Model
4:
Freely correlated traits/uncorrelated methods
.....................288
Testing for evidence of convergent and discriminant validity:
MTMM matrix-level analyses
......................................................................288
Comparison of models
.............................................................................288
Evidence of convergent validity
..............................................................288
Evidence of discriminant validity
..........................................................290
Testing for evidence of convergent and discriminant validity:
MTMM parameter-level analyses
................................................................291
Examination of parameters
......................................................................291
Evidence of convergent validity
..............................................................292
Evidence of discriminant validity
..........................................................294
The correlated uniqueness approach to MTMM analyses
.......................294
Model
5:
Correlated uniqueness model
.................................................297
Endnotes..........................................................................................................301
Chapter
11
Testing for change over time: The latent growth
curve model......
_______.__...........___................................303
Measuring change in individual growth over time:
The general notion
...................................................................,.....................304
The hypothesized dual-domain LGC model.
..........,.................................305
Modeling intraindividual change..
.........................................................305
Modeling interirtdividual differences in change
...........,......................308
Testing latent growth curve models: A dual-domain model
..................309
The hypothesized model
..........................................................................309
Selected AMOS output: Hypothesized model
.......................................314
Contents xiii
Testing
latent
growth curve models: Gender as a time-invariant
predictor of change
........................................................................................320
Endnotes..........................................................................................................325
Section V: Other important topics
Chapter
12
Bootstrapping as an aid to
nonnormal
data
.......................................................................329
Basic principles underlying the bootstrap
procedure
........................................................................................................331
Benefits and limitations of the bootstrap
procedure
....................................................................................................332
Caveats regarding the use of bootstrapping
in
SEM.........................................................................................................333
Modeling with AMOS Graphics
..................................................................334
The hypothesized model
..........................................................................334
Characteristics of the sample
...................................................................336
Applying the bootstrap procedure
.........................................................336
Selected AMOS output
..................................................................................337
Parameter summary
.................................................................................337
Assessment of normality
..........................................................................339
Statistical evidence of nonnormality
............................................340
Statistical evidence of outliers
.......................................................340
Parameter estimates and standard errors
..............................................342
Sample ML estimates and standard errors
..................................342
Bootstrap ML standard errors
.......................................................342
Bootstrap bias-corrected confidence
intervals
.............................................................................................351
Endnote............................................................................................................352
Chapter
13
Addressing the issue of missing
data
.....................................................................—.....--------353
Basic patterns of incomplete data
................................................................354
Common approaches to handling incomplete data
..................................355
Listwise deletion
.......................................................................................355
Pairwise deletion
.......................................................................................356
Single imputation
......................................................................................356
The AMOS approach to handling missing data
...................................358
Modeling with AMOS Graphics
..................................................................359
The hypothesized model
..........................................................................359
Selected AMOS output: Parameter and model summary
information
.........................................................................-.........·............361
xiv Contents
Selected AMOS output: Parameter estimates
.......................................363
Selected AMOS output: Goodness-of-fit statistics
................................364
Endnote............................................................................................................365
References
.......................................................................................................367
Author Index
...................................................................................................385
Subject Index
...................................................................................................391
|
| any_adam_object | 1 |
| author | Byrne, Barbara M. 1935- |
| author_GND | (DE-588)111905303 |
| author_facet | Byrne, Barbara M. 1935- |
| author_role | aut |
| author_sort | Byrne, Barbara M. 1935- |
| author_variant | b m b bm bmb |
| building | Verbundindex |
| bvnumber | BV035768146 |
| callnumber-first | Q - Science |
| callnumber-label | QA278 |
| callnumber-raw | QA278 |
| callnumber-search | QA278 |
| callnumber-sort | QA 3278 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | CM 4100 QH 150 QH 234 SK 830 |
| classification_tum | DAT 303f PSY 800f LIN 080f |
| ctrlnum | (OCoLC)297149217 (DE-599)HBZHT015936689 |
| dewey-full | 519.5/35 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5/35 |
| dewey-search | 519.5/35 |
| dewey-sort | 3519.5 235 |
| dewey-tens | 510 - Mathematics |
| discipline | Informatik Psychologie Mathematik Wirtschaftswissenschaften Sprachwissenschaften |
| edition | 2. ed. |
| format | Book |
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| id | DE-604.BV035768146 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T22:04:05Z |
| institution | BVB |
| isbn | 9780805863727 9780805863734 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-018627897 |
| oclc_num | 297149217 |
| open_access_boolean | |
| owner | DE-634 DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-20 DE-739 DE-473 DE-BY-UBG DE-29 DE-83 DE-384 DE-706 DE-N2 DE-521 DE-188 DE-703 DE-355 DE-BY-UBR DE-824 |
| owner_facet | DE-634 DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-20 DE-739 DE-473 DE-BY-UBG DE-29 DE-83 DE-384 DE-706 DE-N2 DE-521 DE-188 DE-703 DE-355 DE-BY-UBR DE-824 |
| physical | XVIII, 396 S. Ill., graph. Darst. |
| publishDate | 2010 |
| publishDateSearch | 2010 |
| publishDateSort | 2010 |
| publisher | Routledge |
| record_format | marc |
| series2 | Multivariate applications series |
| spelling | Byrne, Barbara M. 1935- Verfasser (DE-588)111905303 aut Structural equation modeling with AMOS basic concepts, applications, and programming Barbara M. Byrne 2. ed. New York [u.a.] Routledge 2010 XVIII, 396 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Multivariate applications series Literaturverz. S. 367 - 383 AMOS Amos (computerprogramma) gtt Multivariate analyse gtt Statistische modellen gtt Structurele vergelijkingen gtt Structural equation modeling AMOS Programm (DE-588)4233950-9 gnd rswk-swf Strukturgleichungsmodell (DE-588)4252999-2 gnd rswk-swf AMOS Software (DE-588)7696404-8 gnd rswk-swf AMOS Software (DE-588)7696404-8 s Strukturgleichungsmodell (DE-588)4252999-2 s DE-604 AMOS Programm (DE-588)4233950-9 s 1\p DE-604 Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018627897&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Byrne, Barbara M. 1935- Structural equation modeling with AMOS basic concepts, applications, and programming AMOS Amos (computerprogramma) gtt Multivariate analyse gtt Statistische modellen gtt Structurele vergelijkingen gtt Structural equation modeling AMOS Programm (DE-588)4233950-9 gnd Strukturgleichungsmodell (DE-588)4252999-2 gnd AMOS Software (DE-588)7696404-8 gnd |
| subject_GND | (DE-588)4233950-9 (DE-588)4252999-2 (DE-588)7696404-8 |
| title | Structural equation modeling with AMOS basic concepts, applications, and programming |
| title_auth | Structural equation modeling with AMOS basic concepts, applications, and programming |
| title_exact_search | Structural equation modeling with AMOS basic concepts, applications, and programming |
| title_full | Structural equation modeling with AMOS basic concepts, applications, and programming Barbara M. Byrne |
| title_fullStr | Structural equation modeling with AMOS basic concepts, applications, and programming Barbara M. Byrne |
| title_full_unstemmed | Structural equation modeling with AMOS basic concepts, applications, and programming Barbara M. Byrne |
| title_short | Structural equation modeling with AMOS |
| title_sort | structural equation modeling with amos basic concepts applications and programming |
| title_sub | basic concepts, applications, and programming |
| topic | AMOS Amos (computerprogramma) gtt Multivariate analyse gtt Statistische modellen gtt Structurele vergelijkingen gtt Structural equation modeling AMOS Programm (DE-588)4233950-9 gnd Strukturgleichungsmodell (DE-588)4252999-2 gnd AMOS Software (DE-588)7696404-8 gnd |
| topic_facet | AMOS Amos (computerprogramma) Multivariate analyse Statistische modellen Structurele vergelijkingen Structural equation modeling AMOS Programm Strukturgleichungsmodell AMOS Software |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018627897&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT byrnebarbaram structuralequationmodelingwithamosbasicconceptsapplicationsandprogramming |