Grammatical evolution of neural networks for discovering epistasis among quantitative trait loci
EvoBIO'10 Proceedings of the 8th European conference on Evolutionary Computation, Machine Learning and Data Mining in Bioinformatics
Multifactor dimensionality reduction for the analysis of obesity in a nutrigenetics context
SETN'12 Proceedings of the 7th Hellenic conference on Artificial Intelligence: theories and applications
International Journal of Data Mining and Bioinformatics
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Summary: Parallel multifactor dimensionality reduction is a tool for large-scale analysis of gene--gene and gene--environment interactions. The MDR algorithm was redesigned to allow an unlimited number of study subjects, total variables and variable states, and to remove restrictions on the order of interactions being analyzed. In addition, the algorithm is markedly more efficient, with ∼150-fold decrease in runtime for equivalent analyses. To facilitate the processing of large datasets, the algorithm was made parallel. Availability: Parallel MDR is freely available for non-commercial research institutions. For full details see http://chgr.mc.vanderbilt.edu/ritchielab/pMDR. An open-source version of MDR software is available at http://www.epistasis.org. Contact: ritchie@chgr.mc.vanderbilt.edu