Téléchargez le livre : From Algebraic Structures to Tensors

From Algebraic Structures to Tensors



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Éditeur :

Wiley-ISTE


Paru le : 2019-12-04



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Description
Nowadays, tensors play a central role for the representation, mining, analysis, and fusion of multidimensional, multimodal, and heterogeneous big data in numerous fields. This set on Matrices and Tensors in Signal Processing aims at giving a self-contained and comprehensive presentation of various concepts and methods, starting from fundamental algebraic structures to advanced tensor-based applications, including recently developed tensor models and efficient algorithms for dimensionality reduction and parameter estimation. Although its title suggests an orientation towards signal processing, the results presented in this set will also be of use to readers interested in other disciplines. This first book provides an introduction to matrices and tensors of higher-order based on the structures of vector space and tensor space. Some standard algebraic structures are first described, with a focus on the hilbertian approach for signal representation, and function approximation based on Fourier series and orthogonal polynomial series. Matrices and hypermatrices associated with linear, bilinear and multilinear maps are more particularly studied. Some basic results are presented for block matrices. The notions of decomposition, rank, eigenvalue, singular value, and unfolding of a tensor are introduced, by emphasizing similarities and differences between matrices and tensors of higher-order.
Pages
320 pages
Collection
n.c
Parution
2019-12-04
Marque
Wiley-ISTE
EAN papier
9781786301543
EAN PDF
9781119681090
Informations sur l'ebook
Nombre pages copiables
0
Nombre pages imprimables
320
Taille du fichier
3205 Ko
Ce livre est accessible aux handicaps Voir les informations sur l'accessibilité
Prix
163,47 €
EAN EPUB
9781119681113
Informations sur l'ebook
Nombre pages copiables
0
Nombre pages imprimables
320
Taille du fichier
18043 Ko
Ce livre est accessible aux handicaps Voir les informations sur l'accessibilité
Prix
163,47 €

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