03862nam 22006375 450 991025406200332120220415182256.04-431-55459-910.1007/978-4-431-55459-2(CKB)3710000000617034(EBL)4454275(SSID)ssj0001653985(PQKBManifestationID)16433171(PQKBTitleCode)TC0001653985(PQKBWorkID)14982336(PQKB)10372585(DE-He213)978-4-431-55459-2(MiAaPQ)EBC4454275(PPN)192770624(EXLCZ)99371000000061703420160318d2016 u| 0engur|n|---|||||txtccrAlgebraic and computational aspects of real tensor ranks /by Toshio Sakata, Toshio Sumi, Mitsuhiro Miyazaki1st ed. 2016.Tokyo :Springer Japan :Imprint: Springer,2016.1 online resource (112 p.)JSS Research Series in Statistics,2364-0057Description based upon print version of record.4-431-55458-0 Includes bibliographical references and index.Basics of Tensor Rank -- 3-Tensors -- Simple Evaluation Methods of Tensor Rank -- Absolutely Nonsingular Tensors and Determinantal Polynomials -- Maximal Ranks -- Typical Ranks -- Global Theory of Tensor Ranks -- 2 × 2 × · · · × 2 Tensors.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.JSS Research Series in Statistics,2364-0057Statistics Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Scienceshttps://scigraph.springernature.com/ontologies/product-market-codes/S17020Statistics and Computing/Statistics Programshttps://scigraph.springernature.com/ontologies/product-market-codes/S12008Statistics for Social Sciences, Humanities, Lawhttps://scigraph.springernature.com/ontologies/product-market-codes/S17040Statistics .Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences.Statistics and Computing/Statistics Programs.Statistics for Social Sciences, Humanities, Law.515.63Sakata Toshioauthttp://id.loc.gov/vocabulary/relators/aut755814Sumi Toshioauthttp://id.loc.gov/vocabulary/relators/autMiyazaki Mitsuhiroauthttp://id.loc.gov/vocabulary/relators/autMiAaPQMiAaPQMiAaPQBOOK9910254062003321Algebraic and Computational Aspects of Real Tensor Ranks1963835UNINA