In this manuscript, Section presents a high-level overview of the GeoCDX change detection system,as this serves as the source of the imagery features and change annotations used in the prediction of relevant change. Our definition of relevant change is given in Section along with a description of the classification algorithms used. Section describes the experiments performed to evaluate the change prediction algorithms and discusses the meaning of the results. Finally, Section provides a conclusion and a brief description of future directions of research.