Penalized least squares regression methods and applications to neuroimaging

► Review of the penalized least squares approach to modeling high dimensional data. ► Bootstrap-enhanced methods for assessing consistency of the biomarker selection procedure. ► Demonstration of the method on a neuroimaging data set.