Effect of spatial resolution on cluster detection: A simulation study



Ozonoff, A, Jeffery, C ORCID: 0000-0002-8023-0708, Manjourides, J, White, LF and Pagano, M
(2007) Effect of spatial resolution on cluster detection: A simulation study International Journal of Health Geographics, 6 (1). 52-. ISSN 1476-072X, 1476-072X

[thumbnail of Effect of spatial resolution on cluster detection a simulation study.pdf] PDF
Effect of spatial resolution on cluster detection a simulation study.pdf - Other

Download (635kB) | Preview

Abstract

Background: Aggregation of spatial data is intended to protect privacy, but some effects of aggregation on spatial methods have not yet been quantified. Methods: We generated 3,000 spatial data sets and evaluated power of detection at 12 different levels of aggregation using the spatial scan statistic implemented in SaTScan v6.0. Results: Power to detect clusters decreased from nearly 100% when using exact locations to roughly 40% at the coarsest level of spatial resolution. Conclusion: Aggregation has the potential for obfuscation. © 2007 Ozonoff et al; licensee BioMed Central Ltd.

Item Type: Article
Uncontrolled Keywords: Humans, Sentinel Surveillance, Space-Time Clustering, Predictive Value of Tests, Confidentiality, Computational Biology, Disease Outbreaks, Topography, Medical, Models, Biological, Computer Simulation
Divisions: Faculty of Health & Life Sciences
Faculty of Health & Life Sciences > Inst. Infection, Vet & Ecological Sciences
Depositing User: Symplectic Admin
Date Deposited: 08 Sep 2023 09:34
Last Modified: 24 Jan 2026 04:00
DOI: 10.1186/1476-072X-6-52
Related Websites:
URI: https://livrepository.liverpool.ac.uk/id/eprint/3172633
Disclaimer: The University of Liverpool is not responsible for content contained on other websites from links within repository metadata. Please contact us if you notice anything that appears incorrect or inappropriate.