Dear all, I have submitted a proposal for Google Summer of Code 2011 on spatial epidemiology. A summary of the proposal is shown below, and full information (including other proposals for the R Project) can be found at http://rwiki.sciviews.org/doku.php?id=developers:projects:gsoc2011 Note that GSoC is only open to students. Those interested in spatial epidemiology are encouraged to apply. Please, feel free to contact me off-list if you have any questions. Note that the student application deadline is on the 8th of April (Friday next week). Best wishes, Virgilio ====== DClusterm: Model-based detection of disease clusters Summary: Model-based detection of disease clusters Background: The analysis of disease data is important in order to detect disease outbreaks and links to risk factors. Some of the methods for cluster detection have been implemented in the DCluster package. However, a model-based approach would be of interest in order to explore disease incidence to potential risk factors. Description: Model-based clustering will be implemented using Generalized Linear Models (in principle, for Poisson and Binomial families). Clustering will be modelled as dummy variables (1=area is in a cluster, 0=area is not is a cluster). Hence, many possible clusters will be proposed and the most likely cluster will be selected according to likelihood ratio test, AIC and (possibly) any other reasonable method. Skills required: : A good working knowledge of R and Generalized Linear Models. Some understanding of spatial statistics will be a plus. Test: Fit a GLM using the North Carolina SIDS data. See example(?readShapePoly?) in maptools package. In this GLM, SID74 will be the outcome and BIR74 a covariate; the Poisson family will be used. In addition, a dummy variable representing a spatial cluster will be included. This dummy variable will include 5 different contiguous regions (i.e., the value of this dummy variable will be 1 for these 5 regions and 0 otherwise). Display the residuals of this model in a map. Mentor: Virgilio G?mez-Rubio, University of Castilla-La Mancha (Virgilio.Gomez at uclm.es)
Google Summer of Code proposal on spatial epidemiology with R
1 message · Virgilio Gomez Rubio