Learning Submanifolds for Subsequent Inference on Random Dot Product Graphs, Part 1: Theory

Michael W. Trosset, Carey E. Priebe

We propose a framework for restricted inference on random dot product graphs whose latent positions lie on an unknown low-dimensional support manifold. For general decision problem…