Statistical learning techniques applied to epidemiology: a simulated case-control comparison study with logistic regression
Abstract Background When investigating covariate interactions and group associations with standard regression analyses, the relationship between the response variable and exposure Console may be difficult to characterize.When the relationship is nonlinear, linear modeling techniques do not capture the nonlinear information content.Statistical learn