Power of Data Mining Methods to Detect Genetic Associations and Interactions
Molinaro AM, Carriero N, Bjornson R, Hartge P, Rothman N, Chatterjee N. Power of Data Mining Methods to Detect Genetic Associations and Interactions. Human Heredity 2011, 72: 85-97. PMID: 21934324, PMCID: PMC3222116, DOI: 10.1159/000330579.Peer-Reviewed Original ResearchConceptsMonte Carlo logic regressionRandom forestVariable importance measuresRF variable importance measuresData mining methodsComplex variable interactionsMining methodsTree-based methodsDimensionality reductionPrediction modelSuch methodsImportance measuresLogic regressionSimulation modelMultifactor dimensionality reductionData analysisVariable interactionsAlgorithmSimulation study