A03 Group actions and t-designs in sparse and low rank matrix recovery
The aim of this project is to systematically employ group theoretic methods for the construction of measurement schemes for sparse and low rank matrix recovery, as well as phase retrieval. We intend to provide explicit constructions of measurement schemes arising from single or finitely many group orbits, to numerically test their potential for signal and low rank matrix recovery, and to formulate and prove theoretical recovery guarantees. We will consider measurement schemes obtained as randomly sampled points in designs, as well as measurements arising from the actions of finite Weyl-Heisenberg and affine groups.
Project Leaders
- Prof. Dr. Hartmut Führ
- RWTH Aachen University
- more information
- +49 241 80 94527
- fuehr@mathga.rwth-aachen.de
- homepage
- Prof. Dr. Gabriele Nebe
- RWTH Aachen University
- more information
- +49 241 80 94542
- gabriele.nebe@math.rwth-aachen.de
- homepage
- Prof. Dr. Holger Rauhut
- Ludwig-Maximilians-Universität München
- more information
- +49 89 2180 4618
- rauhut@math.lmu.de
- homepage
Doctoral Researchers
- Timm Gilles
- RWTH Aachen University
- more information
- gilles@mathga.rwth-aachen.de
- Leonie Scheeren
- RWTH Aachen University
- more information
- leonie.scheeren@rwth-aachen.de
Publications
Energy Propagation in Scattering Convolution Networks Can Be Arbitrarily Slow
Preprint 2024