Theory and Computation of Complex Tensors and its Applications

Theory and Computation of Complex Tensors and its Applications
Author :
Publisher : Springer Nature
Total Pages : 258
Release :
ISBN-10 : 9789811520594
ISBN-13 : 9811520593
Rating : 4/5 (94 Downloads)

Book Synopsis Theory and Computation of Complex Tensors and its Applications by : Maolin Che

Download or read book Theory and Computation of Complex Tensors and its Applications written by Maolin Che and published by Springer Nature. This book was released on 2020-04-01 with total page 258 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.


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