Practical longitudinal data analysis:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
London [u.a.]
Chapman & Hall
1996
|
| Edition: | 1. ed. |
| Series: | Chapman & Hall texts in statistical science series
[34] |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | X, 232 S. graph. Darst. |
| ISBN: | 0412599406 |
Staff View
MARC
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Record in the Search Index
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| adam_text | Contents
Preface ix
1. Introduction 1
1.1 Introduction 1
1.2 Comparisons at each time 3
1.3 Response feature analysis 5
1.4 Outline of the rest of the book 7
1.5 Further reading 10
Part One: Normal Error Distributions 13
2. Multivariate analysis of variance 15
2.1 Basic ideas 15
2.2 Parameter estimates 18
2.3 Derived variables 19
2.4 More complex repeated measures structures 23
2.5 Multivariate tests 24
2.6 Tests of assumptions 27
2.7 Examples 28
2.8 Further reading 38
3. Univariate analysis of variance 39
3.1 Basic ideas, compound symmetry and sphericity 39
3.2 Tests for and measures of sphericity 42
3.3 Adjusting for non sphericity 43
3.4 Examples 44
3.5 Further reading 53
4. Regression methods 55
4.1 The model 55
4.2 Estimation and testing 56
4.3 Examples 58
vi CONTENTS
5. Random effects models 65
5.1 The models 65
5.2 Residual maximum likelihood 67
5.3 Examples 67
6. Covariance structures 73
6.1 Regression models with structured covariance 73
6.2 The error matrix E, 75
6.3 The matrices Z, and B 78
6.4 Further reading 87
Part Two: Non normal Error Distributions 89
7. Continuous non normal measures: Gaussian estimation 91
7.1 Gaussian estimation: theory 91
7.2 Gaussian estimation: some examples 99
8. Nonlinear models 109
8.1 Nonlinear regression 109
8.2 Nonlinear regression with random coefficients 114
8.3 Transformations with Gaussian estimation 123
8.4 Further reading 127
9. Generalized linear models and maximum quasi likelihood
estimation 129
9.1 GLMs and MQLE for univariate data 129
9.2 GLMs and MQLE for repeated measures 134
9.3 Some examples 139
9.4 GLMs with random effects 141
9.5 Further reading 143
10. Binary and categorical measures 145
10.1 Regression models for binary data 145
10.2 Binary data from groups of individuals 148
10.3 Regression models for categorical data 150
10.4 Categorical data from groups of individuals 154
10.5 Further reading 157
Part Three: Comparisons of Methods 161
11. Relationships between methods 163
11.1 Kronecker product and the vec notation 163
11.2 Relationship between manova, anova and regression
estimators 164
CONTENTS vii
11.3 Gaussian estimation and maximum quasi likelihood
estimation 168
Appendix A The data sets used in the examples 171
Appendix B Extra data sets 187
References 215
Author index 225
Subject index 229
|
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| isbn | 0412599406 |
| language | English |
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| publisher | Chapman & Hall |
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| series | Chapman & Hall texts in statistical science series |
| series2 | Chapman & Hall texts in statistical science series |
| spelling | Hand, D. J. 1950- Verfasser (DE-588)123535492 aut Practical longitudinal data analysis David Hand and Martin Crowder 1. ed. London [u.a.] Chapman & Hall 1996 X, 232 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Chapman & Hall texts in statistical science series [34] Zeitreihenanalyse (DE-588)4067486-1 gnd rswk-swf Multivariate Analyse (DE-588)4040708-1 gnd rswk-swf (DE-588)4123623-3 Lehrbuch gnd-content Zeitreihenanalyse (DE-588)4067486-1 s Multivariate Analyse (DE-588)4040708-1 s 1\p DE-604 Crowder, M. J. 1943- Verfasser (DE-588)172028469 aut Chapman & Hall texts in statistical science series [34] (DE-604)BV022819715 34 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007143005&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 | Hand, D. J. 1950- Crowder, M. J. 1943- Practical longitudinal data analysis Chapman & Hall texts in statistical science series Zeitreihenanalyse (DE-588)4067486-1 gnd Multivariate Analyse (DE-588)4040708-1 gnd |
| subject_GND | (DE-588)4067486-1 (DE-588)4040708-1 (DE-588)4123623-3 |
| title | Practical longitudinal data analysis |
| title_auth | Practical longitudinal data analysis |
| title_exact_search | Practical longitudinal data analysis |
| title_full | Practical longitudinal data analysis David Hand and Martin Crowder |
| title_fullStr | Practical longitudinal data analysis David Hand and Martin Crowder |
| title_full_unstemmed | Practical longitudinal data analysis David Hand and Martin Crowder |
| title_short | Practical longitudinal data analysis |
| title_sort | practical longitudinal data analysis |
| topic | Zeitreihenanalyse (DE-588)4067486-1 gnd Multivariate Analyse (DE-588)4040708-1 gnd |
| topic_facet | Zeitreihenanalyse Multivariate Analyse Lehrbuch |
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