Algebraic and Computational Aspects of Real Tensor Ranks
(Sprache: Englisch)
This book provides comprehensive summaries of theoretical (algebraic) and computational aspects of tensor ranks, maximal ranks, and typical ranks, over the real number field. Although tensor ranks have been often argued in the complex number field, it...
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This book provides comprehensive summaries of theoretical (algebraic) and computational aspects of tensor ranks, maximal ranks, and typical ranks, over the real number field. Although tensor ranks have been often argued in the complex number field, it should be emphasized that this book treats real tensor ranks, which have direct applications in statistics. The book provides several interesting ideas, including determinant polynomials, determinantal ideals, absolutely nonsingular tensors, absolutely full column rank tensors, and their connection to bilinear maps and Hurwitz-Radon numbers. In addition to reviews of methods to determine real tensor ranks in details, global theories such as the Jacobian method are also reviewed in details. The book includes as well an accessible and comprehensive introduction of mathematical backgrounds, with basics of positive polynomials and calculations by using the Groebner basis. Furthermore, this book provides insights into numerical methods of finding tensor ranks through simultaneous singular value decompositions.
Inhaltsverzeichnis zu „Algebraic and Computational Aspects of Real Tensor Ranks “
Basics of Tensor Rank.- 3-Tensors.- Simple EvaluationMethods of Tensor Rank.- Absolutely Nonsingular Tensors and DeterminantalPolynomials.- Maximal Ranks.- Typical Ranks.- Global Theory of Tensor Ranks.- 2× 2 × · · · × 2 Tensors.
Bibliographische Angaben
- Autoren: Toshio Sakata , Toshio Sumi , Mitsuhiro Miyazaki
- 2016, 1st ed. 2016, VIII, 108 Seiten, Masse: 15,5 x 23,5 cm, Kartoniert (TB), Englisch
- Verlag: Springer, Berlin
- ISBN-10: 4431554580
- ISBN-13: 9784431554585
- Erscheinungsdatum: 30.03.2016
Sprache:
Englisch
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