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Tensor Decompositions for Data Science
Engelsk Hardback
Tensor Decompositions for Data Science
Engelsk Hardback

708 kr
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Om denne bog
Tensors are essential in modern day computational and data sciences. This book explores the foundations of tensor decompositions, a data analysis methodology that is ubiquitous in machine learning, signal processing, chemometrics, neuroscience, quantum computing, financial analysis, social science, business market analysis, image processing, and much more. In this self-contained mathematical, algorithmic, and computational treatment of tensor decomposition, the book emphasizes examples using real-world downloadable open-source datasets to ground the abstract concepts. Methodologies for 3-way tensors (the simplest notation) are presented before generalizing to d-way tensors (the most general but complex notation), making the book accessible to advanced undergraduate and graduate students in mathematics, computer science, statistics, engineering, and physical and life sciences. Additionally, extensive background materials in linear algebra, optimization, probability, and statistics are included as appendices.
Product detaljer
Sprog:
Engelsk
Sider:
419
ISBN-13:
9781009471671
Indbinding:
Hardback
Udgave:
ISBN-10:
1009471678
Kategori:
Udg. Dato:
26 jun 2025
Længde:
28mm
Bredde:
261mm
Højde:
183mm
Forlag:
Cambridge University Press
Oplagsdato:
26 jun 2025
Forfatter(e):
Kategori sammenhænge