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Matrix and Tensor Decompositions in Signal Processing

by Gérard Favier

Wiley-ISTE

Hardcover 384 pages English 31-Aug-21

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The second volume will deal with a presentation of the main matrix and tensor decompositions and their properties of uniqueness, as well as very useful tensor networks for the analysis of massive data. Parametric estimation algorithms will be presented for the identification of the main tensor decompositions. After a brief historical review of the compressed sampling methods, an overview of the main methods of retrieving matrices and tensors with missing data will be performed under the low rank hypothesis. Illustrative examples will be provided.
Author:
Gérard Favier
Publisher:
Wiley-ISTE
Publication Date:
31-Aug-21
Number of pages:
384 pages
Language:
English
Binding:
Hardcover
ISBN-10:
1786301555
ISBN-13:
9781786301550