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Catalogue Information
Field name	Details
Dewey Class	512.5
Title	Theory and Computation of Complex Tensors and its Applications ([EBook]) / by Maolin Che, Yimin Wei.
Author	Che, Maolin
Added Personal Name	Wei, Yimin
Other name(s)	SpringerLink (Online service)
Edition statement	1st ed. 2020.
Publication	Singapore : : Springer Singapore : : Imprint: Springer, , 2020.
Physical Details	XII, 250 p. 48 illus., 22 illus. in color. : online resource.
ISBN	9789811520594
Summary Note	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.:
Contents note	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.
Mode of acces to digital resource	Digital book. Cham Springer Nature 2020. - Mode of access: World Wide Web. System requirements: Internet Explorer 6.0 (or higher) or Firefox 2.0 (or higher). Available as searchable text in PDF format
System details note	- Online access to this digital book is restricted to subscription institutions through IP address (only for SISSA internal users).
Internet Site	https://doi.org/10.1007/978-981-15-2059-4
Links to Related Works	Subject References: Algebra . Differential Geometry . Linear and Multilinear Algebras, Matrix Theory . Matrix theory . Numerical Analysis . Authors: author . Che, Maolin . Wei, Yimin . Corporate Authors: SpringerLink (Online service) . Classification: 512.5 .

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Theory and Computation of Complex Tensors and its Applications

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