Tensors for Data Processing: Theory,Methods,and Applications

Tensors for Data Processing: Theory,Methods,and Applications
Author: Yipeng Liu
Publisher finelybook 出版社: Academic Press (10 Nov. 2021)
Language 语言: English
Print length 页数: 596 pages
ISBN-10: 012824447X
ISBN-13: 9780128244470
Book Description
Tensors for Data Processing: Theory,Methods and Applications presents both classical and state-of-the-art methods on tensor computation for data processing,covering computation theories,processing methods,computing and engineering applications,with an emphasis on techniques for data processing. This reference is ideal for students,researchers and industry developers who want to understand and use tensor-based data processing theories and methods.
As a higher-order generalization of a matrix,tensor-based processing can avoid multi-linear data structure loss that occurs in classical matrix-based data processing methods. This move from matrix to tensors is beneficial for many diverse application areas,including signal processing,computer science,acoustics,neuroscience,communication,medical engineering,seismology,psychometric,chemometrics,biometric,quantum physics and quantum chemistry