Diagnostic measurement: theory, methods, and applications
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York
Guilford Press
2010
|
| Schriftenreihe: | Methodology in the social sciences
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | Includes bibliographical references and index |
| Beschreibung: | XX, 348 S. zahlr. graph. Darst. |
| ISBN: | 9781606235287 9781606235270 |
Internformat
MARC
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| 100 | 1 | |a Rupp, André A. |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Diagnostic measurement |b theory, methods, and applications |c André A. Rupp ; Jonathan Templin ; Robert A. Henson |
| 264 | 1 | |a New York |b Guilford Press |c 2010 | |
| 300 | |a XX, 348 S. |b zahlr. graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
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| 500 | |a Includes bibliographical references and index | ||
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| 650 | 4 | |a Cognition |x Testing | |
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| 999 | |a oai:aleph.bib-bvb.de:BVB01-020315315 | ||
Datensatz im Suchindex
| _version_ | 1804142926333214720 |
|---|---|
| adam_text | Titel: Diagnostic measurement
Autor: Rupp, André A.
Jahr: 2010
Contents
Index of Notation xvi
1 ? Introduction 1
1.1 Objectives of Diagnostic Measurement 2
1.2 Diagnostic Measurement with DCMs 3
1.3 Selecting versus Constructing DCMs 3
1.4 The Role of DCMs in Diagnostic Assessment Design and Implementation 4
I. THEORY: PRINCIPLES OF DIAGNOSTIC MEASUREMENT WITH DCMs
2 ? Implementation, Design, and
Validation of Diagnostic Assessments 9
2.1 Diagnostic Assessment in Education 10
2.2 The Process Character of Diagnostic Assessment Implementations 10
2.3 Frameworks for Principled Design of Diagnostic Assessments 15
2.4 Frameworks for Validity Studies of Diagnostic Assessments 25
2.5 Chapter Conclusion 28
3 ? Diagnostic Decision Making with DCMs 29
3.1 Diagnostic Characteristics of DCMs 29
3.2 Developing Diagnostic Rules 32
3.3 Contexts for Using DCMs 40
3.4 Reduction of Classification Error with DCMs 45
3.5 Chapter Conclusion 47
4 ? Attribute Specification for DCMs 49
4.1 The Nature of Attributes 49
4.2 Attribute Hierarchies 55
4.3 Reporting Attribute Profiles 64
4.4 Developing Cognitive Processing Models 71
4.5 Chapter Conclusion 77
xiii
xiv Contents
II. METHODS: PSYCHOMETRIC FOUNDATIONS OF DCMs
5 ? The Statistical Nature of DCMs 81
5.1 DCMs and Other Latent-Variable Models 81
5.2 A Taxonomy of Core DCMs 96
5.3 Related Classification Approaches 101
5.4 Bayesian Inference Networks 108
5.5 Chapter Conclusion 111
6 ? The Statistical Structure of Core DCMs 112
6.1 General Mathematical Structure of DCMs 113
6.2 Noncompensatory DCMs 115
6.3 Compensatory DCMs 130
6.4 Chapter Conclusion 143
7 ? The LCDM Framework 144
7.1 A Brief Introduction to Log-Linear Models 145
7.2 Log-Linear Models with Latent Classes 148
7.3 Representing DCMs as Log-Linear Models with Latent Classes 150
7.4 The LCDM as a General DCM for Diagnostic Measurement 155
7.5 Representing Core DCMs with the LCDM 158
7.6 Chapter Conclusion 168
8 ? Modeling the Attribute Space in DCMs 169
8.1 Structural Models in DCMs 169
8.2 Unstructured Structural Models 171
8.3 Log-Linear Structural Models 175
8.4 Unstructured Tetrachoric Models 178
8.5 Structured Tetrachoric Models 182
8.6 Summary of Parameter Complexity in Structural Models 187
8.7 Special Topics for Structural Models 188
8.8 Chapter Conclusion 190
III. APPLICATIONS: UTILIZING DCMs IN PRACTICE
9 ? Estimating DCMs Using Mplus 193
9.1 Sample Data Set 194
9.2 Basic Concepts for Estimating DCMs in Mplus 195
9.3 Preliminary Command Syntax 196
9.4 Parameterizing Latent Class Models for Categorical Data in Mplus 200
9.5 Syntax for Estimating the LCDM in Mplus 203
9.6 Syntax for Specifying Output Information 211
9.7 Running Mplus and Interpreting Output 213
9.8 Estimation of Core DCMs in Mplus 221
9.9 Advanced Topics for Mplus Estimation 224
9.10 Chapter Conclusion 231
Contents xv
10 ? Respondent Parameter Estimation in DCMs 232
10.1 Principles of Estimation Relevant for Attribute Profile Estimation 232
10.2 Estimating Attribute Profiles 233
10.3 Extended Examples of Attribute Profile Estimation 235
10.4 EAP versus MAP Estimation 239
10.5 The Impact of Prior Attribute Distributions on Posterior Attribute
Profile Estimation 241
10.6 Standard Errors for Attribute Profile Estimates 242
10.7 Attribute Profile Estimation in Mpius 243
10.8 Chapter Conclusion 247
11* Item Parameter Estimation in DCMs 250
11.1 Conceptual Underpinnings for Estimating Item Parameters 250
11.2 Estimation of Item Parameters Using the E-M Algorithm 251
11.3 Estimation of Item Parameter Using MCMC 260
11.4 Chapter Conclusion 264
12 ? Evaluating the Model Fit of DCMs 265
12.1 Basic Statistical Principles for Constructing Fit Statistics 266
12.2 Problems with General Goodness-of-Fit Statistics for DCMs 270
12.3 Practical Approaches for Determining Goodness-of-Fit for DCMs 271
12.4 An Example of Goodness-of-Fit Evaluation 275
12.5 Evaluating Relative Model Fit 277
12.6 Evaluating Person Fit 278
12.7 Chapter Conclusion 279
13 ? Item Discrimination Indices for DCMs 280
13.1 Basic Concepts for Item Discrimination Indices 281
13.2 Item Discrimination Indices for DCMs 283
13.3 Information-Based Item Discrimination Indices for DCMs 294
13.4 Chapter Conclusion 304
14 ? Accommodating Complex Sampling Designs in DCMs 306
14.1 Defining Complex Sampling Designs 306
14.2 Accommodating Complex Sampling Designs of Respondents in DCMs 307
14.3 Accommodating Complex Sampling Designs of Items in DCMs 310
14.4 Accommodating Additional Sources of Heterogeneity in DCMs 312
14.5 Chapter Conclusion 313
Glossary 315
References 331
Author Index 339
Subject Index 341
About the Authors 348
For sample exercises, solutions, and data sets with associated Mplus code,
see the book s accompanying website at projects.coe.uga.edu/dcm.
|
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| isbn | 9781606235287 9781606235270 |
| language | English |
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| spelling | Rupp, André A. Verfasser aut Diagnostic measurement theory, methods, and applications André A. Rupp ; Jonathan Templin ; Robert A. Henson New York Guilford Press 2010 XX, 348 S. zahlr. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Methodology in the social sciences Includes bibliographical references and index Psychometrics Cognition Testing Psychometrie (DE-588)4176236-8 gnd rswk-swf Test (DE-588)4059549-3 gnd rswk-swf Kognition (DE-588)4031630-0 gnd rswk-swf Psychometrie (DE-588)4176236-8 s Kognition (DE-588)4031630-0 s Test (DE-588)4059549-3 s DE-604 Templin, Jonathan Sonstige oth Henson, Robert A. Sonstige oth HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020315315&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Rupp, André A. Diagnostic measurement theory, methods, and applications Psychometrics Cognition Testing Psychometrie (DE-588)4176236-8 gnd Test (DE-588)4059549-3 gnd Kognition (DE-588)4031630-0 gnd |
| subject_GND | (DE-588)4176236-8 (DE-588)4059549-3 (DE-588)4031630-0 |
| title | Diagnostic measurement theory, methods, and applications |
| title_auth | Diagnostic measurement theory, methods, and applications |
| title_exact_search | Diagnostic measurement theory, methods, and applications |
| title_full | Diagnostic measurement theory, methods, and applications André A. Rupp ; Jonathan Templin ; Robert A. Henson |
| title_fullStr | Diagnostic measurement theory, methods, and applications André A. Rupp ; Jonathan Templin ; Robert A. Henson |
| title_full_unstemmed | Diagnostic measurement theory, methods, and applications André A. Rupp ; Jonathan Templin ; Robert A. Henson |
| title_short | Diagnostic measurement |
| title_sort | diagnostic measurement theory methods and applications |
| title_sub | theory, methods, and applications |
| topic | Psychometrics Cognition Testing Psychometrie (DE-588)4176236-8 gnd Test (DE-588)4059549-3 gnd Kognition (DE-588)4031630-0 gnd |
| topic_facet | Psychometrics Cognition Testing Psychometrie Test Kognition |
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