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Spatio-temporal modeling of sparse geostatistical malaria sporozoite rate data using a zero inflated binomial model.
Amek N, Bayoh N, Hamel M, Lindblade KA, Gimnig J, Laserson KF, Slutsker L, Smith T, Vounatsou P. Amek N, et al. Spat Spatiotemporal Epidemiol. 2011 Dec;2(4):283-90. doi: 10.1016/j.sste.2011.08.001. Epub 2011 Sep 10. Spat Spatiotemporal Epidemiol. 2011. PMID: 22748226
Variation in time and/or space in sporozoite rates contribute substantially to spatio-temporal variation in transmission. However, because most vectors test negative for sporozoites, sporozoite rate data are sparse with larg …
Variation in time and/or space in sporozoite rates contribute substantially to spatio-temporal variation in transmissio …
Modelling heterogeneity in malaria transmission using large sparse spatio-temporal entomological data.
Rumisha SF, Smith T, Abdulla S, Masanja H, Vounatsou P. Rumisha SF, et al. Glob Health Action. 2014 Jun 24;7:22682. doi: 10.3402/gha.v7.22682. eCollection 2014. Glob Health Action. 2014. PMID: 24964782 Free PMC article.
DESIGN: Bayesian geostatistical binomial and negative binomial models with zero inflation were fitted for sporozoite rates (SRs) and mosquito density, respectively. ...EIR was calculated using model-based predictions of SR a …
DESIGN: Bayesian geostatistical binomial and negative binomial models with zero inflation were fit …
Bayesian variable selection in modelling geographical heterogeneity in malaria transmission from sparse data: an application to Nouna Health and Demographic Surveillance System (HDSS) data, Burkina Faso.
Diboulo E, Sié A, Diadier DA, Karagiannis Voules DA, Yé Y, Vounatsou P. Diboulo E, et al. Parasit Vectors. 2015 Feb 22;8:118. doi: 10.1186/s13071-015-0679-7. Parasit Vectors. 2015. PMID: 25888970 Free PMC article.
Measurements collected at locations close to each other and over time tend to be correlated because of common exposures such as environmental or climatic conditions. Non- spatial statistical methods, when applied to analyze such data, may lead to biased estimates. W …
Measurements collected at locations close to each other and over time tend to be correlated because of common exposures such as environmenta …