The Restricted Isometry Property for Measurements from Group Orbits

Timm Gilles, Hartmut Führ

Session: General

Keywords: compressed sensing, group representations

Abstract: It is known that sparse recovery by measurements from random circulant matrices provides good recovery bounds. We generalize this to measurements that arise as a random orbit of a group representation for some finite group G. We derive estimates for the number of measurements required to guarantee the restricted isometry property with high probability. Following this, we present several examples highlighting the role of appropriate representation-theoretic assumptions.

Submission Number: 59