Disease mapping with WinBUGS and MLwiN:
Gespeichert in:
| Hauptverfasser: | , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Hoboken, NJ
Wiley
2003
|
| Schriftenreihe: | Statistics in practice
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIII, 277 S. Ill. |
| ISBN: | 0470856041 |
Internformat
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| 100 | 1 | |a Lawson, Andrew B. |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Disease mapping with WinBUGS and MLwiN |c Andrew B. Lawson ; William J. Browne ; Carmen L. Vidal Rodeiro |
| 264 | 1 | |a Hoboken, NJ |b Wiley |c 2003 | |
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| 700 | 1 | |a Vidal Rodeiro, Carmen L. |e Verfasser |4 aut | |
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Datensatz im Suchindex
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| adam_text | Contents
Preface ix
Notation xi
0.1 Standard notation for multilevel modelling xi
0.2 Spatial multiple-membership models and the MMMC notation xii
0.3 Standard notation for WinBUGS models xii
1 Disease mapping basics 1
1.1 Disease mapping and map reconstruction 2
1.2 Disease map restoration 3
2 Bayesian hierarchical modelling 17
2.1 Likelihood and posterior distributions 17
2.2 Hierarchical models 18
2.3 Posterior inference 19
2.4 Markov chain Monte Carlo methods 20
2.5 Metropolis and Metropolis-Hastings algorithms 2 1
2.6 Residuals and goodness of fit 26
3 Multilevel modelling 29
3.1 Continuous response models 50
3.2 Estimation procedures for multilevel models 3 5
3.3 Poisson response models 38
3.4 Incorporating spatial information 42
3.5 Discussion 4 3
4 WinBUGS basics 45
4.1 About WinBUGS 45
4.2 Start using WinBUGS 47
4.3 Specification of the model 50
4.4 Model fitting 59
4.5 Scripts 64
4.6 Checking convergence 65
v
vi Contents
4.7 Spatial modelling: GeoBUGS 67
4.8 Conclusions 72
5 MLwiN basics 75
5.1 About MLwiN 75
5.2 Getting started 77
5.3 Fitting statistical models 84
5.4 MCMC estimation in MLwiN 94
5.5 Spatial modelling 104
5.6 Conclusions 113
6 Relative risk estimation 115
6.1 Relative risk estimation using WinBUGS 115
6.2 Spatial prediction 137
6.3 An analysis of the Ohio dataset using MLwiN 139
7 Focused clustering: the analysis of
putative health hazards 155
7.1 Introduction 155
7.2 Study design 156
7.3 Problems of inference 158
7.4 Modelling the hazard exposure risk 160
7.5 Models for count data 164
7.6 Bayesian models 166
7.7 Focused clustering in WinBUGS 167
7.8 Focused clustering in MLwiN 190
8 Ecological analysis 197
8.1 Introduction 197
8.2 Statistical models 198
8.3 WinBUGS analyses of ecological datasets 199
8.4 MLwiN analyses of ecological datasets 219
9 Spatially-correlated survival analysis 235
9.1 Survival analysis in WinBUGS 235
9.2 Survival analysis in MLwiN 237
10 Epilogue 251
Appendix 1: WinBUGS code for focused
clustering models 253
A.I Falkirk example 253
A.2 Ohio example 256
Contents vii
Appendix 2: S-Plus function for conversion
to GeoBUGS format 263
Bibliography 267
Index 275
|
| any_adam_object | 1 |
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| dewey-full | 615.420727 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 615 - Pharmacology and therapeutics |
| dewey-raw | 615.420727 |
| dewey-search | 615.420727 |
| dewey-sort | 3615.420727 |
| dewey-tens | 610 - Medicine and health |
| discipline | Medizin Geographie |
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| indexdate | 2024-07-09T22:36:00Z |
| institution | BVB |
| isbn | 0470856041 |
| language | English |
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| physical | XIII, 277 S. Ill. |
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| publisher | Wiley |
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| series2 | Statistics in practice |
| spelling | Lawson, Andrew B. Verfasser aut Disease mapping with WinBUGS and MLwiN Andrew B. Lawson ; William J. Browne ; Carmen L. Vidal Rodeiro Hoboken, NJ Wiley 2003 XIII, 277 S. Ill. txt rdacontent n rdamedia nc rdacarrier Statistics in practice Geomedizin (DE-588)4020235-5 gnd rswk-swf Epidemiologie (DE-588)4015016-1 gnd rswk-swf Datenverarbeitung (DE-588)4011152-0 gnd rswk-swf Geostatistik (DE-588)4020279-3 gnd rswk-swf Epidemiologie (DE-588)4015016-1 s Geomedizin (DE-588)4020235-5 s Geostatistik (DE-588)4020279-3 s Datenverarbeitung (DE-588)4011152-0 s DE-604 Browne, William J. Verfasser aut Vidal Rodeiro, Carmen L. Verfasser aut HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020135705&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Lawson, Andrew B. Browne, William J. Vidal Rodeiro, Carmen L. Disease mapping with WinBUGS and MLwiN Geomedizin (DE-588)4020235-5 gnd Epidemiologie (DE-588)4015016-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd Geostatistik (DE-588)4020279-3 gnd |
| subject_GND | (DE-588)4020235-5 (DE-588)4015016-1 (DE-588)4011152-0 (DE-588)4020279-3 |
| title | Disease mapping with WinBUGS and MLwiN |
| title_auth | Disease mapping with WinBUGS and MLwiN |
| title_exact_search | Disease mapping with WinBUGS and MLwiN |
| title_full | Disease mapping with WinBUGS and MLwiN Andrew B. Lawson ; William J. Browne ; Carmen L. Vidal Rodeiro |
| title_fullStr | Disease mapping with WinBUGS and MLwiN Andrew B. Lawson ; William J. Browne ; Carmen L. Vidal Rodeiro |
| title_full_unstemmed | Disease mapping with WinBUGS and MLwiN Andrew B. Lawson ; William J. Browne ; Carmen L. Vidal Rodeiro |
| title_short | Disease mapping with WinBUGS and MLwiN |
| title_sort | disease mapping with winbugs and mlwin |
| topic | Geomedizin (DE-588)4020235-5 gnd Epidemiologie (DE-588)4015016-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd Geostatistik (DE-588)4020279-3 gnd |
| topic_facet | Geomedizin Epidemiologie Datenverarbeitung Geostatistik |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=020135705&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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