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che maolin; wei yimin - theory and computation of complex tensors and its applications

Theory and Computation of Complex Tensors and its Applications

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 04/2021
Edizione: 1st ed. 2020





Trama

The book provides an introduction of very recent results about the tensors and mainly focuses on the authors' work and perspective. A systematic description about how to extend the numerical linear algebra to the numerical multi-linear algebra is also delivered in this book. The authors design the neural network model for the computation of the rank-one approximation of real tensors, a normalization algorithm to convert some nonnegative tensors to plane stochastic tensors and a probabilistic algorithm for locating a positive diagonal in a nonnegative tensors, adaptive randomized algorithms for computing the approximate tensor decompositions, and the QR type method for computing U-eigenpairs of complex tensors.

This book could be used for the Graduate course, such as Introduction to Tensor. Researchers may also find it helpful as a reference in tensor research.




Sommario

Preface.- Introduction.- The pseudo-spectrum theory.- Perturbation theory.- Tensor complementarity problems.- Plane stochastic tensors.- Neural Networks.- US- and U-eigenpairs of complex tensors.- Randomized algorithms.- Bibliography.- Index.











Altre Informazioni

ISBN:

9789811520617

Condizione: Nuovo
Dimensioni: 235 x 155 mm Ø 454 gr
Formato: Brossura
Illustration Notes:XII, 250 p. 48 illus., 22 illus. in color.
Pagine Arabe: 250
Pagine Romane: xii


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