Optimal convex lifted sparse phase retrieval and PCA with an atomic matrix norm regularizer

Andrew D. McRae, Justin Romberg, Mark A. Davenport

We present novel analysis and algorithms for solving sparse phase retrieval and sparse principal component analysis (PCA) with convex lifted matrix formulations. The key innovation…