Geospatial health · 2014 · 53 citations · 33 references
Life SciencesEcologyGeographyClimatologyRemote SensingUrban EntomologyDisease ForecastingDisease MappingEpidemic ForecastingEpidemiology Of Insect DiseasesInsect Disease EcologyLand Cover Pattern AnalysisAnopheles MosquitoesDengue FeverDisease Outbreak PredictionFuzzy Analytic Network ProcessLand Cover AnalysisLand Cover AssessmentMosquito-borne Disease SurveillancePeri-urban Density
The spread of dengue fever depends mainly on the availability of favourable breeding sites for its mosquito vectors around human dwellings. To investigate if the various factors influencing breeding habitats can be mapped from space, dengue indices, such as the container index, the house index and the Breteau index, were calculated from Ministry of Public health data collected three times annually in Phitsanulok, Thailand between 2009 and 2011. The most influential factors were found to be temperature, humidity, rainfall, population density, elevation and land cover. Models were worked out using parameters mostly derived from freely available satellite images and fuzzy logic software with parameter synchronisation and a predication algorithm based on data mining and the Decision Tree method. The models developed were found to be sufficiently flexible to accommodate additional parameters and sampling data that might improve prediction of favourable breeding hotspots. The algorithm applied can not only be used for the prediction of near real-time scenarios with respect to dengue, but can also be applied for monitoring other diseases influenced by environmental and climatic factors. The multi-criteria model presented is a cost-effective way of identifying outbreak hotspots and early warning systems lend themselves for development based on this strategy. The proposed approach demonstrates the successful utilisation of remotely sensed images to map mosquito breeding habitats.
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Mining association rules between sets of items in large databases
Rakesh Agrawal, Tomasz Imieliński, Arun Swami · 1993 · 14.8K citations · Full text
The global distribution and burden of dengue
Samir Bhatt, Peter W. Gething, Oliver J. Brady et al. · Nature · 2013 · 10.2K citations · Full text
Public Health, Infectious Disease Control, Infectious Diseases +12