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Read, S., Bath, P.A., Willett, P. et al. (1 more author) (2011) Measuring the spatial accuracy of the spatial scan statistic. Spatial and Spatio-temporal Epidemiology, 2 (2). 69 - 78.
Abstract
The spatial scan statistic is well established in spatial epidemiology. However, studies of its spatial accuracy are infrequent and vary in approach, often using multiple measures which complicate the objective ranking of different implementations of the statistic. We address this with three novel contributions. Firstly, a modular framework into which different definitions of spatial accuracy can be compared and hybridised. Secondly, we derive a new single measure, Ω, which takes account of all true and detected clusters, without the need for arbitrary weightings and irrespective of any chosen significance threshold. Thirdly, we demonstrate the new measure, alongside existing ones, in a study of the six output filter options provided by SaTScan™. The study suggests filtering overlapping detected clusters tends to reduce spatial accuracy, and visualising overlapping clusters may be better than filtering them out. Although we only address spatial accuracy, the framework and Ω may be extendible to spatio-temporal accuracy.
Metadata
Item Type: | Article |
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Authors/Creators: |
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Copyright, Publisher and Additional Information: | © 2011 Elsevier. This is an author produced version of a paper subsequently published in Spatial and Spatio-temporal Epidemiology. Uploaded in accordance with the publisher's self-archiving policy. |
Keywords: | Cluster Analysis; Computer Simulation; Data Interpretation, Statistical; Disease Outbreaks; Epidemiological Monitoring; Geography, Medical; Great Britain; Humans; Models, Statistical; Reproducibility of Results; Sensitivity and Specificity; Software; Spatial Analysis |
Dates: |
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Institution: | The University of Sheffield |
Academic Units: | The University of Sheffield > Faculty of Social Sciences (Sheffield) > Information School (Sheffield) |
Funding Information: | Funder Grant number Medical Research Council ??? |
Depositing User: | Dr Simon Read |
Date Deposited: | 04 Mar 2014 10:00 |
Last Modified: | 26 Mar 2014 12:16 |
Published Version: | http://dx.doi.org/10.1016/j.sste.2011.01.002 |
Status: | Published |
Publisher: | Elsevier |
Refereed: | Yes |
Identification Number: | 10.1016/j.sste.2011.01.002 |
Related URLs: | |
Open Archives Initiative ID (OAI ID): | oai:eprints.whiterose.ac.uk:77365 |
Available Versions of this Item
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Measuring the Spatial Accuracy of the Spatial Scan Statistic. (deposited 19 Aug 2011 13:45)
- Measuring the spatial accuracy of the spatial scan statistic. (deposited 04 Mar 2014 10:00) [Currently Displayed]