Tensors for Data Processing

Tensors for Data Processing
Author :
Publisher : Academic Press
Total Pages : 598
Release :
ISBN-10 : 9780323859653
ISBN-13 : 0323859658
Rating : 4/5 (658 Downloads)

Book Synopsis Tensors for Data Processing by : Yipeng Liu

Download or read book Tensors for Data Processing written by Yipeng Liu and published by Academic Press. This book was released on 2021-10-21 with total page 598 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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. - Provides a complete reference on classical and state-of-the-art tensor-based methods for data processing - Includes a wide range of applications from different disciplines - Gives guidance for their application


Tensors for Data Processing Related Books

Tensors for Data Processing
Language: en
Pages: 598
Authors: Yipeng Liu
Categories: Technology & Engineering
Type: BOOK - Published: 2021-10-21 - Publisher: Academic Press

DOWNLOAD EBOOK

Tensors for Data Processing: Theory, Methods and Applications presents both classical and state-of-the-art methods on tensor computation for data processing, co
Tensor Computation for Data Analysis
Language: en
Pages: 347
Authors: Yipeng Liu
Categories: Technology & Engineering
Type: BOOK - Published: 2021-08-31 - Publisher: Springer Nature

DOWNLOAD EBOOK

Tensor is a natural representation for multi-dimensional data, and tensor computation can avoid possible multi-linear data structure loss in classical matrix co
Matrix and Tensor Decompositions in Signal Processing, Volume 2
Language: en
Pages: 386
Authors: Gérard Favier
Categories: Technology & Engineering
Type: BOOK - Published: 2021-08-17 - Publisher: John Wiley & Sons

DOWNLOAD EBOOK

The second volume will deal with a presentation of the main matrix and tensor decompositions and their properties of uniqueness, as well as very useful tensor n
Visualization and Processing of Tensor Fields
Language: en
Pages: 478
Authors: Joachim Weickert
Categories: Mathematics
Type: BOOK - Published: 2007-06-25 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Matrix-valued data sets – so-called second order tensor fields – have gained significant importance in scientific visualization and image processing due to
Tensors in Image Processing and Computer Vision
Language: en
Pages: 468
Authors: Santiago Aja-Fernández
Categories: Computers
Type: BOOK - Published: 2009-05-21 - Publisher: Springer Science & Business Media

DOWNLOAD EBOOK

Tensor signal processing is an emerging field with important applications to computer vision and image processing. This book presents the state of the art in th