Spatial analysis in epidemiology:
Providing a practical, comprehensive and up-to-date overview of the use of spatial statistics in epidemiology, this book examines spatial analytical methods in conjunction with GIS and remotely sensed data to provide insights into the patterns and processes that underlie disease transmission.
Saved in:
| Format: | Book |
|---|---|
| Language: | English |
| Published: |
Oxford [u.a.]
Oxford Univ. Press
2008
|
| Edition: | 1. publ. |
| Series: | Oxford biology
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Summary: | Providing a practical, comprehensive and up-to-date overview of the use of spatial statistics in epidemiology, this book examines spatial analytical methods in conjunction with GIS and remotely sensed data to provide insights into the patterns and processes that underlie disease transmission. |
| Item Description: | Includes bibliographical references and index |
| Physical Description: | XII, 142 S. Ill., graph. Darst., Kt. 26 cm |
| ISBN: | 9780198509882 019850988X 0198509898 9780198509899 |
Staff View
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Record in the Search Index
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| adam_text | Contents
Contents v
Abbreviations jx
Preface xi
1 Introduction 1
1.1 Framework for spatial analysis 2
1.2 Scientific literature and conferences 3
1.3 Software 4
1.4 Spatial data 5
1.5 Book content and structure 6
1.5.1 Datasets used 6
1.5.1.1 Bovine tuberculosis data 6
1.5.1.2 Environmental data 6
2 Spatial data 9
2.1 Introduction 9
2.2 Spatial data and GIS 9
2.2.1 Datatypes 9
2.2.2 Data storage and interchange 11
2.2.3 Data collection and management 12
2.2.4 Data quality 13
2.3 Spatial effects 14
2.3.1 Spatial heterogeneity and dependence 14
2.3.2 Edge effects 14
2.3.3 Representing neighbourhood relationships 15
2.3.4 Statistical significance testing with spatial data 15
2.4 Conclusion 16
3 Spatial visualization 17
3.1 Introduction 17
3.2 Point data .. ; 17
3.3 Aggregated data t* yt .- 17
3.4 Continuous data . 23
vi CONTENTS
3.5 Effective data display 23
3.5.1 Media, scale, and area 23
3.5.2 Dynamic display 24
3.5.3 Cartography 26
3.5.3.1 Distance or scale 26
3.5.3.2 Projection 26
3.5.3.3 Direction 27
3.5.3.4 Legends 27
3.5.3.5 Neatlines, and locator and inset maps 27
3.5.3.6 Symbology 27
3.5.3.7 Dealing with statistical generalization 28
3.6 Conclusion 31
4 Spatial clustering of disease and global estimates of spatial clustering 32
4.1 Introduction 32
4.2 Disease cluster alarms and cluster investigation 32
4.3 Statistical concepts relevant to cluster analysis 33
4.3.1 Stationarity, isotropy, and first- and second-order effects 33
4.3.2 Monte Carlo simulation 33
4.3.3 Statistical power of clustering methods 34
4.4 Methods for aggregated data 34
4.4.1 Moran sJ 35
4.4.2 Geary s c 37
4.4.3 Tango s excess events test (EET) and maximized excess events test (MEET) 37
4.5 Methods for point data 37
4.5.1 Cuzick and Edwards fc-nearest neighbour test 37
4.5.2 Ripley s K-function 39
4.5.3 Rogerson s cumulative sum (CUSUM) method 41
4.6 Investigating space-time clustering 41
4.6.1 The Knox test 42
4.6.2 The space-time fc-function 42
4.6.3 The Ederer-Myers-Mantel (EMM) test 43
4.6.4 Mantel s test 43
4.6.5 Barton s test 43
4.6.6 Jacquez s k nearest neighbours test 44
4.7 Conclusion 44
5 Local estimates of spatial clustering 45
5.1 Introduction 45
5.2 Methods for aggregated data 46
5.2.1 Getis and Ord s local Gi(d) statistic 46
5.2.2 Local Moran test 47
5.3 Methods for point data 49
5.3.1 Openshaw s Geographical Analysis Machine (GAM) 49
5.3.2 Turnbull s Cluster Evaluation Permutation Procedure (CEPP) 49
5.3.3 Besag and Newell s method 50
CONTENTS vii
5.3.4 Kulldorff s spatial scan statistic 51
5.3.5 Non-parametric spatial scan statistics 52
5.3.6 Example of local cluster detection 53
5.4 Detecting clusters around a source (focused tests) 56
5.4.1 Stone s test 60
5.4.2 The Lawson-Waller score test 61
5.4.3 Bithell s linear risk score tests 62
5.4.4 Diggle s test 62
5.4.5 Kulldorff s focused spatial scan statistic 62
5.5 Space-time cluster detection 63
5.5.1 Kulldorff s space-time scan statistic 63
5.5.2 Example of space-time cluster detection 64
5.6 Conclusion 64
6 Spatial variation in risk 67
6.1 Introduction 67
6.2 Smoothing based on kernel functions 67
6.3 Smoothing based on Bayesian models 70
6.4 Spatial interpolation 73
6.5 Conclusion 80
7 Identifying factors associated with the spatial distribution of disease 81
7.1 Introduction 81
7.2 Principles of regression modelling 81
7.2.1 Linear regression 81
7.2.2 Poisson regression 83
7.2.3 Logistic regression 86
7.2.4 Multilevel models 87
7.3 Accounting for spatial effects 90
7.4 Area data 92
7.4.1 Frequentist approaches 93
7.4.2 Bayesian approaches 94
7.5 Point data 97
7.5.1 Frequentist approaches 97
7.5.2 Bayesian approaches 99
7.6 Continuous data UK)
7.6.1 Trend surface analysis 100
7.6.2 Generalized least squares models 102
7.7 Discriminant analysis 103
7.7.1 Variable selection within discriminant analysis 106
7.8 Conclusions 107
8 Spatial risk assessment and management of disease 110
8.1 Introduction 110
8.2 Spatial data in disease risk assessment 110
8.3 Spatial analysis in disease risk assessment 111
viii CONTENTS
8.4 Data-driven models of disease risk 112
8.5 Knowledge-driven models of disease risk 113
8.5.1 Static knowledge-driven models 113
8.5.2 Dynamic knowledge-driven models 117
8.6 Conclusion 118
References 120
Index 137
|
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| discipline | Biologie Medizin Geographie |
| edition | 1. publ. |
| format | Book |
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| isbn | 9780198509882 019850988X 0198509898 9780198509899 |
| language | English |
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| physical | XII, 142 S. Ill., graph. Darst., Kt. 26 cm |
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| spelling | Spatial analysis in epidemiology Dirk U. Pfeiffer ... 1. publ. Oxford [u.a.] Oxford Univ. Press 2008 XII, 142 S. Ill., graph. Darst., Kt. 26 cm txt rdacontent n rdamedia nc rdacarrier Oxford biology Includes bibliographical references and index Providing a practical, comprehensive and up-to-date overview of the use of spatial statistics in epidemiology, this book examines spatial analytical methods in conjunction with GIS and remotely sensed data to provide insights into the patterns and processes that underlie disease transmission. epidemiology cabt geographical information systems cabt geographical distribution cabt animal diseases cabt Ruimtelijke analyse gtt Epidemiology Statistical methods Medical geography Statistical methods Räumliche Statistik (DE-588)4386767-4 gnd rswk-swf Geoinformationssystem (DE-588)4261642-6 gnd rswk-swf Epidemiologie (DE-588)4015016-1 gnd rswk-swf Großbritannien (DE-588)4022153-2 gnd rswk-swf Großbritannien (DE-588)4022153-2 g Epidemiologie (DE-588)4015016-1 s Geoinformationssystem (DE-588)4261642-6 s Räumliche Statistik (DE-588)4386767-4 s DE-604 Pfeiffer, Dirk 1958- Sonstige (DE-588)111191130 oth HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018800560&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Spatial analysis in epidemiology epidemiology cabt geographical information systems cabt geographical distribution cabt animal diseases cabt Ruimtelijke analyse gtt Epidemiology Statistical methods Medical geography Statistical methods Räumliche Statistik (DE-588)4386767-4 gnd Geoinformationssystem (DE-588)4261642-6 gnd Epidemiologie (DE-588)4015016-1 gnd |
| subject_GND | (DE-588)4386767-4 (DE-588)4261642-6 (DE-588)4015016-1 (DE-588)4022153-2 |
| title | Spatial analysis in epidemiology |
| title_auth | Spatial analysis in epidemiology |
| title_exact_search | Spatial analysis in epidemiology |
| title_full | Spatial analysis in epidemiology Dirk U. Pfeiffer ... |
| title_fullStr | Spatial analysis in epidemiology Dirk U. Pfeiffer ... |
| title_full_unstemmed | Spatial analysis in epidemiology Dirk U. Pfeiffer ... |
| title_short | Spatial analysis in epidemiology |
| title_sort | spatial analysis in epidemiology |
| topic | epidemiology cabt geographical information systems cabt geographical distribution cabt animal diseases cabt Ruimtelijke analyse gtt Epidemiology Statistical methods Medical geography Statistical methods Räumliche Statistik (DE-588)4386767-4 gnd Geoinformationssystem (DE-588)4261642-6 gnd Epidemiologie (DE-588)4015016-1 gnd |
| topic_facet | epidemiology geographical information systems geographical distribution animal diseases Ruimtelijke analyse Epidemiology Statistical methods Medical geography Statistical methods Räumliche Statistik Geoinformationssystem Epidemiologie Großbritannien |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=018800560&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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