posted on 2022-08-01, 00:00authored byShahin Khobahi
In this thesis we lay the foundations of model-based deep learning with applications in various signal processing fields such as communication systems, compressive sensing, phase retrieval, radar signal processing, and image processing. Furthermore, we provide theoretical analysis of the proposed ideas, and specifically, presenting performance guarantees for the obtained model-based deep architectures.
History
Advisor
Soltanalian, Mojtaba
Chair
Soltanalian, Mojtaba
Department
Electrical and Computer Engineering
Degree Grantor
University of Illinois at Chicago
Degree Level
Doctoral
Degree name
PhD, Doctor of Philosophy
Committee Member
Devroye, Natasha
Cetin, Ahmet Enis
Ansari, Rashid
Swindlehurst, Arnold Lee