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Chen

Tensor-Based Dynamical Systems

Theory and Applications

Medium: Buch
ISBN: 978-3-031-54507-8
Verlag: Springer
Erscheinungstermin: 02.04.2025
Lieferfrist: bis zu 10 Tage

This book provides a comprehensive review on tensor algebra, including tensor products, tensor unfolding, tensor eigenvalues, and tensor decompositions. Tensors are multidimensional arrays generalized from vectors and matrices, which can capture higher-order interactions within multiway data. In addition, tensors have wide applications in many domains such as signal processing, machine learning, and data analysis, and the author explores the role of tensors/tensor algebra in tensor-based dynamical systems where system evolutions are captured through various tensor products. The author provides an overview of existing literature on the topic and aims to inspire readers to learn, develop, and apply the framework of tensor-based dynamical systems.


Produkteigenschaften


  • Artikelnummer: 9783031545078
  • Medium: Buch
  • ISBN: 978-3-031-54507-8
  • Verlag: Springer
  • Erscheinungstermin: 02.04.2025
  • Sprache(n): Englisch
  • Auflage: Erscheinungsjahr 2025
  • Serie: Synthesis Lectures on Mathematics & Statistics
  • Produktform: Kartoniert, Paperback
  • Gewicht: 223 g
  • Seiten: 106
  • Format (B x H x T): 168 x 240 x 8 mm
  • Ausgabetyp: Kein, Unbekannt
Autoren/Hrsg.

Autoren

Tensors and Tensor Algebra.- Tucker Product Representation.- Einstein Product Representation.- CP/tensor Train Decomposition Representation.- Tensor Vector Product Representation.- Contract Product Representation.- T-product Representation.