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Vidyasagar, M

An introduction to Compressed Sensing / M Vidyasagar - New Delhi :Hindustan Book Agency 2020 - xi, 341p. 24cm. - Texts and Reading In Mathematics 81 .

Mathematical preliminaries --
Compressed sensing : problem formulations --
Null space--based conditions --
Concepts from graph theory --
Deterministic construction of measurement matrices --
Probabilistic construction of measurement matrices --
Matrix recovery and completion --
Some recent approaches to vector recovery --
Optimization algorithms --
Case studies.

Compressed sensing is a relatively recent area of research that refers to the recovery of high-dimensional but low-complexity objects from a limited number of measurements. This book presents significant concepts never before discussed and new advances in the theory, providing an in-depth initiation to the field of compressed sensing

ISBN: 9788195196104

Publisher. No.: Variety Books Publishers & Distributors :B-10 Street No 2 West Vinod Nagar Delhi 110092

Subjects--Topical Terms:
Applied physics
Signal processing.
Linear programming.
Optimization.
Combinatorics & graph theory.
Matrix completion

Dewey Class. No.: 621.3822 VID