Before revision:  Motivated within the context of statistical genetics, where nonlinear interactions are of particular interest, we introduce a novel and interpretable way to summarize the relative importance of predictor variables.
After revision:  Motivated within the context of statistical genetics, where nonlinear interactions are of particular interest, we introduce a novel , interpretable, and computationally efficient way to summarize the relative importance of predictor variables.