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portada Information-Theoretic Methods in Data Science (in English)
Type
Physical Book
Illustrated by
Publisher
Author
Year
2020
Language
English
Pages
560
Format
Hardcover
Dimensions
24.6 x 19.8 x 3.3 cm
Weight
1.04 kg.
ISBN13
9781108427135
Edition No.
1
Categories

Information-Theoretic Methods in Data Science (in English)

Yonina C. Eldar (Illustrated by) · Miguel R. D. Rodrigues (Illustrated by) · Cambridge University Press · Hardcover

Information-Theoretic Methods in Data Science (in English) - Rodrigues, Miguel R. D. ; Eldar, Yonina C.

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Synopsis "Information-Theoretic Methods in Data Science (in English)"

Learn about the state-of-the-art at the interface between information theory and data science with this first unified treatment of the subject. Written by leading experts in a clear, tutorial style, and using consistent notation and definitions throughout, it shows how information-theoretic methods are being used in data acquisition, data representation, data analysis, and statistics and machine learning. Coverage is broad, with chapters on signal acquisition, data compression, compressive sensing, data communication, representation learning, emerging topics in statistics, and much more. Each chapter includes a topic overview, definition of the key problems, emerging and open problems, and an extensive reference list, allowing readers to develop in-depth knowledge and understanding. Providing a thorough survey of the current research area and cutting-edge trends, this is essential reading for graduate students and researchers working in information theory, signal processing, machine learning, and statistics.

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