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Tensors for Data Processing: Theory, Methods, and Applications PDF

598 Pages·2021·17 MB·English
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by Yipeng Liu| 2021| 598 pages| 17| English

About Tensors for Data Processing: Theory, Methods, and Applications

Tensors for Data 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.

Detailed Information

Author:Yipeng Liu
Publication Year:2021
ISBN:9780128244470
Pages:598
Language:English
File Size:17
Format:PDF
Price:FREE
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