Statistical analysis of longitudinal categorical data in the social and behavioral sciences: an introduction with computer illustrations
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| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Mahwah, NJ [u.a.]
Erlbaum
1999
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| Subjects: | |
| Links: | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008697504&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Physical Description: | VII, 261 S. graph. Darst. |
| ISBN: | 0805831819 0805831827 |
Staff View
MARC
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| 245 | 1 | 0 | |a Statistical analysis of longitudinal categorical data in the social and behavioral sciences |b an introduction with computer illustrations |c Alexander von Eye ; Keith E. Niedermeier |
| 264 | 1 | |a Mahwah, NJ [u.a.] |b Erlbaum |c 1999 | |
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| 650 | 4 | |a Längsschnittuntersuchung - Sozialwissenschaften - Statistik - Kategoriale Daten | |
| 650 | 4 | |a Sozialwissenschaften | |
| 650 | 4 | |a Social sciences |x Longitudinal studies | |
| 650 | 4 | |a Social sciences |x Statistical methods | |
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Record in the Search Index
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|---|---|
| adam_text | Contents
Preface v
1. Describing Categorical Variables 1
1.1 Scale Levels and Categorical Variables 1
1.2 Graphic Representation of Categorical Data 3
Information
1.3 Cross Tabulation 7
Exercises 13
2 Log Linear Modeling 15
2.1 Log Linear Modeling: A Tutorial 15
2.1.1 Log Linear Models and the Analogy to the General 16
Linear Model
2.1.2 Design Matrices, Main Effects, and Interactions in 20
Log Linear Models
2.1.3 Fitting and Testing in Log Linear Modeling 26
2.2 Log Linear Modeling: A Data Example 32
2.2.1 Hierarchical and Nonstandard Log Linear Models 39
Exercises 42
3 Log Linear Models for Repeated Observations 45
3.1 Conditions for Valid Application of Log Linear 45
Modeling
3.2 Log Linear Models for Repeated Observations I: 49
Two Occasions
ii Contents
3.2.1 The Concepts of Persistence, Symmetry, and 52
Association in 2 x 2 Tables
3.2.2 Axial Symmetry in I x I Tables 56
3.2.3 Axial Symmetry as a Nonstandard Log Linear 59
Model
3.2.4 Group Comparisons in Axial Symmetry 60
3.2.5 More Models and Options 65
3.3 Residual Analysis 66
3.4 A Special Case: Marginal Homogeneity in 2 x 2 70
Tables
3.5 Curve Fitting 72
3.6 Quasi Independence 77
3.7 Marginal Homogeneity and Quasi Symmetry 79
3.7.1 Marginal Homogeneity 80
3.7.2 Lehmacher s Simultaneous Marginal Homogeneity 86
Sign Test
3.8 Computational Issues 88
3.8.1 Nonstandard Log Linear Modeling Using CD AS 89
3.8.2 Nonstandard Log Linear Modeling Using SPSS 97
Exercises 105
4 Chi Square Partitioning Models 107
4.1 A Data Example 109
4.2 Decomposition Strategies 109
4.3 x2 Partitioning by Joining 110
4.3.1 Helmert Contrasts and Hierarchical Contrasts 110
Contents Hi
4.3.2 Application of Joining Methods in x2 Partitioning 114
4.4 Splitting 119
4.5 More Repeated Measures Applications 120
Exercises 124
5 Prediction Analysis 125
5.1 An Introduction to Prediction Analysis of Cross
Classifications 127
5.1.1 Formulating Prediction Hypotheses: Making it 127
Right
5.1.2 Identification of Hit Cells and Error Cells 134
5.1.3 Estimation of Expected Cell Frequencies 13 7
5.1.4 Running a Complete Prediction Analysis 141
5.2 Prediction Models for Longitudinal Data 151
5.2.1 Statement Calculus and Log Linear Base Model 152
5.2.2 Composite Models for Longitudinal Data 153
5.2.3 Equifinality Models for Longitudinal Data 15 8
5.2.4 Equicausality Models for Longitudinal Data 161
5.3 Computational Issues 166
Exercises 172
6 Configural Frequency Analysis of Repeated
Observations 175
6.1 Configural Frequency Analysis: A Tutorial 175
6.1.1 Types and Antitypes 176
6.1.2 Specification of a CFA Chance Model 177
6.1.3 Estimation of Expected Cell Frequencies 180
iv Contents
6.1.4 Testing for Types and Antitypes 183
6.1.4.1 Statistical Tests for Types and Antitypes 183
6.1.4.2 a Adjustment in CFA testing 185
6.1.5 A Data Example: CFA of Drug Abuse Patterns 189
6.1.6 Computer Application 197
6.2 CFA of Longitudinal Data 201
6.2.1 CFA of First, Second, and Higher Differences 201
6.2.2 CFA of Trend and Level Information 209
6.2.2.1 CFA of Trend and Level Information: Level as 209
a Covariate
6.2.2.2 CFA of Trend and Level Information: Level 212
Cross Classified
6.2.3 CFA of Treatment Effects 217
6.2.4 CFA of Differences Over Time 220
6.2.5 Prediction CFA 225
6.2.6 Computational Issues 227
Exercises 233
Selected Possible Solutions to Exercises 235
References 243
Author Index 253
Subject Index 257
|
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| discipline | Soziologie Psychologie Mathematik |
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| illustrated | Illustrated |
| indexdate | 2024-12-20T10:36:15Z |
| institution | BVB |
| isbn | 0805831819 0805831827 |
| language | English |
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| physical | VII, 261 S. graph. Darst. |
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| spellingShingle | Eye, Alexander von 1949- Niedermeier, Keith E. Statistical analysis of longitudinal categorical data in the social and behavioral sciences an introduction with computer illustrations Längsschnittuntersuchung - Sozialwissenschaften - Statistik - Kategoriale Daten Sozialwissenschaften Social sciences Longitudinal studies Social sciences Statistical methods Kategoriale Daten (DE-588)4327512-6 gnd Statistische Analyse (DE-588)4116599-8 gnd Längsschnittuntersuchung (DE-588)4034036-3 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| subject_GND | (DE-588)4327512-6 (DE-588)4116599-8 (DE-588)4034036-3 (DE-588)4055916-6 |
| title | Statistical analysis of longitudinal categorical data in the social and behavioral sciences an introduction with computer illustrations |
| title_auth | Statistical analysis of longitudinal categorical data in the social and behavioral sciences an introduction with computer illustrations |
| title_exact_search | Statistical analysis of longitudinal categorical data in the social and behavioral sciences an introduction with computer illustrations |
| title_full | Statistical analysis of longitudinal categorical data in the social and behavioral sciences an introduction with computer illustrations Alexander von Eye ; Keith E. Niedermeier |
| title_fullStr | Statistical analysis of longitudinal categorical data in the social and behavioral sciences an introduction with computer illustrations Alexander von Eye ; Keith E. Niedermeier |
| title_full_unstemmed | Statistical analysis of longitudinal categorical data in the social and behavioral sciences an introduction with computer illustrations Alexander von Eye ; Keith E. Niedermeier |
| title_short | Statistical analysis of longitudinal categorical data in the social and behavioral sciences |
| title_sort | statistical analysis of longitudinal categorical data in the social and behavioral sciences an introduction with computer illustrations |
| title_sub | an introduction with computer illustrations |
| topic | Längsschnittuntersuchung - Sozialwissenschaften - Statistik - Kategoriale Daten Sozialwissenschaften Social sciences Longitudinal studies Social sciences Statistical methods Kategoriale Daten (DE-588)4327512-6 gnd Statistische Analyse (DE-588)4116599-8 gnd Längsschnittuntersuchung (DE-588)4034036-3 gnd Sozialwissenschaften (DE-588)4055916-6 gnd |
| topic_facet | Längsschnittuntersuchung - Sozialwissenschaften - Statistik - Kategoriale Daten Sozialwissenschaften Social sciences Longitudinal studies Social sciences Statistical methods Kategoriale Daten Statistische Analyse Längsschnittuntersuchung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=008697504&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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