Visualization of nonlinear kernel models in neuroimaging by sensitivity maps

► Nonlinear classification models provide more flexibility than linear models. ► We visualize nonlinear kernel classification models via sensitivity maps. ► The sensitivity map is a versatile tool for visualization of nonlinear models.