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Tensors for Data Processing

Tensors for Data Processing

Theory, Methods, and Applications

by Yipeng Liu
Paperback
Publication Date: 01/11/2021

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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.

ISBN:
9780128244470
9780128244470
Category:
Signal processing
Format:
Paperback
Publication Date:
01-11-2021
Language:
English
Publisher:
Elsevier Science & Technology
Country of origin:
United Kingdom
Dimensions (mm):
234.95x190.5mm

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