There are often multiple explanations for someone’s behavior, but people generally find some behavior explanations more satisfying than others. We hypothesized that people prefer behavior explanations that are simple and rational. We present a computational account of behavior explanation that captures these two principles. Our computational account is based on decision networks. Decision netwo...