书目名称 | Tensor-Based Dynamical Systems |
副标题 | Theory and Applicati |
编辑 | Can Chen |
视频video | |
概述 | Offers a comprehensive review on tensor algebra.Introduces tensor-based dynamical systems and explores the role of tensor algebra in these systems.Provides real-world interdisciplinary applications fr |
丛书名称 | Synthesis Lectures on Mathematics & Statistics |
图书封面 |  |
描述 | 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... |
出版日期 | Book 2024 |
关键词 | Tensor Algebra; Tensor Decomposition; Tensor Eigenvalues; Dynamical Systems; Control Theory; System Ident |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-031-54505-4 |
isbn_softcover | 978-3-031-54507-8 |
isbn_ebook | 978-3-031-54505-4Series ISSN 1938-1743 Series E-ISSN 1938-1751 |
issn_series | 1938-1743 |
copyright | The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerl |