Nonlinear Laplacians: Tunable principal component analysis under directional prior information

TL;DR

We introduce a new family of algorithms for detecting and estimating a rank-one signal from a noisy observation under prior information about that signal's direction, focusing on examples where the si…

Opening excerpt from the authors’ abstract. source