Applied Multilevel Analysis: a practical guide
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| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cambridge
Cambridge Univ. Press
2009
|
| Edition: | 3rd print. |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Hier auch später erschienene, unveränderte Nachdrucke |
| Physical Description: | XII, 182 S. Ill., graph. Darst. |
| ISBN: | 9780521614986 9780521849753 |
Staff View
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Record in the Search Index
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| adam_text | Contents
Preface page xi
Acknowledgements xii
1 Introduction 1
1.1 Introduction 1
1.2 Background of multilevel analysis 2
1.3 General approach 3
1.4 Prior knowledge 4
1.5 Example datasets 4
1.6 Software 5
2 Basic principles of multilevel analysis 6
2.1 Introduction 6
2.2 Example 10
2.3 Intraclass correlation coefficient 14
2.4 Random slopes 16
2.5 Example 18
2.6 Multilevel analysis with more than two levels 22
2.6.1 Example 22
2.7 Assumptions in multilevel analysis 26
2.8 Comments 27
2.8.1 Which regression coefficients can be assumed to be random? 27
2.8.2 Random regression coefficients versus fixed regression
coefficients 28
2.8.3 Maximum likelihood versus restricted maximum likelihood 29
3 What do we gain by applying multilevel analysis? 30
3.1 Introduction 30
3.2 Example with a balanced dataset 30
vii
viii
Contents
3.3 Example with an unbalanced dataset 34
3.4 Cluster randomisation 35
3.5 Conclusion 37
4 Multilevel analysis with different outcome variables 38
4.1 Introduction 38
4.2 Logistic multilevel analysis 38
4.2.1 Intraclass correlation coefficient in logistic
multilevel analysis 46
4.3 Multinomial logistic multilevel analysis 47
4.4 Poisson multilevel analysis 52
4.5 Multilevel survival analysis 57
5 Multilevel modelling 62
5.1 Introduction 62
5.2 Multivariable multilevel analysis 62
5.3 Prediction models and association models 67
5.3.1 Introduction 67
5.3.2 Association models 68
5.3.3 Prediction or prognostic models 80
5.4 Comments 85
6 Multilevel analysis in longitudinal studies 86
6.1 Introduction 86
6.2 Longitudinal studies 87
6.3 Example 91
6.4 Growth curves 95
6.4.1 An additional example 101
6.5 Other techniques to analyse longitudinal data 104
6.6 Comments 106
6.6.1 Extension of multilevel analysis for longitudinal data 106
6.6.2 Clustering of longitudinal data on a higher level 106
6.6.3 Missing data in longitudinal studies 106
7 Multivariate multilevel analysis 108
7.1 Introduction 108
7.2 Multivariate multilevel analysis: the MLwiN approach HO
117
121
123
123
124
125
125
126
129
130
130
131
131
136
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158
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177
Contents
7.3 Multivariate multilevel analysis: the general approach
7.4 Comments
Sample-size calculations in multilevel studies
8.1 Introduction
8.2 Standard sample-size calculations
8.3 Sample-size calculations for multilevel studies
8.4 Example
8.5 Which sample-size calculation should be used?
8.6 Comments
Software for multilevel analysis
9.1 Introduction
9.2 Linear multilevel analysis
9.2.1 SPSS
9.2.2 STATA
9.2.3 SAS
9.2.4 R
9.2.5 Overview
9.3 Logistic multilevel analysis
9.3.1 Introduction
9.3.2 STATA
9.3.3 SAS
9.3.4 R
9.3.5 Overview
9.4 Poisson multilevel analysis
9.4.1 Introduction
9.4.2 STATA
9.4.3 SAS
9.4.4 R
9.4.5 Overview
9.5 Multinomial logistic multilevel analysis
9.5.1 introduction
9.5.2 STATA
9.5.3 Overview
References
Index
|
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| dewey-ones | 610 - Medicine and health |
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| dewey-tens | 610 - Medicine and health |
| discipline | Psychologie Medizin |
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| indexdate | 2024-07-10T00:14:49Z |
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| isbn | 9780521614986 9780521849753 |
| language | English |
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| physical | XII, 182 S. Ill., graph. Darst. |
| publishDate | 2009 |
| publishDateSearch | 2009 |
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| spelling | Twisk, Jos W. R. Verfasser aut Applied Multilevel Analysis a practical guide Jos W. R. Twisk 3rd print. Cambridge Cambridge Univ. Press 2009 XII, 182 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Hier auch später erschienene, unveränderte Nachdrucke Multi-level-Verfahren (DE-588)4344428-3 gnd rswk-swf Anwendung (DE-588)4196864-5 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf Multi-level-Verfahren (DE-588)4344428-3 s Statistik (DE-588)4056995-0 s Anwendung (DE-588)4196864-5 s DE-604 Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024808352&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Twisk, Jos W. R. Applied Multilevel Analysis a practical guide Multi-level-Verfahren (DE-588)4344428-3 gnd Anwendung (DE-588)4196864-5 gnd Statistik (DE-588)4056995-0 gnd |
| subject_GND | (DE-588)4344428-3 (DE-588)4196864-5 (DE-588)4056995-0 |
| title | Applied Multilevel Analysis a practical guide |
| title_auth | Applied Multilevel Analysis a practical guide |
| title_exact_search | Applied Multilevel Analysis a practical guide |
| title_full | Applied Multilevel Analysis a practical guide Jos W. R. Twisk |
| title_fullStr | Applied Multilevel Analysis a practical guide Jos W. R. Twisk |
| title_full_unstemmed | Applied Multilevel Analysis a practical guide Jos W. R. Twisk |
| title_short | Applied Multilevel Analysis |
| title_sort | applied multilevel analysis a practical guide |
| title_sub | a practical guide |
| topic | Multi-level-Verfahren (DE-588)4344428-3 gnd Anwendung (DE-588)4196864-5 gnd Statistik (DE-588)4056995-0 gnd |
| topic_facet | Multi-level-Verfahren Anwendung Statistik |
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