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Entropy Randomization in Machine Learning (Chapman & Hall/Crc Machine Learning & Pattern Recognition) - Softcover

Popkov, Yuri S.; Popkov, Alexey Yu.; Dubnov, Yuri A.

 
9781032307749: Entropy Randomization in Machine Learning (Chapman & Hall/Crc Machine Learning & Pattern Recognition)
Softcover
ISBN 10: 1032307749 ISBN 13: 9781032307749
Verlag: Chapman and Hall/CRC, 2024

Inhaltsangabe

Entropy Randomization in Machine Learning presents a new approach to machine learning - entropy randomization - to obtain optimal solutions under uncertainty (uncertain data and models of the objects under study).

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Über die Autorin bzw. den Autor

Yuri S. Popkov: Doctor of Engineering, Professor, Academician of Russian Academy of Sciences; Chief Researcher at Federal Research Center "Computer Science and Control," Russian Academy of Sciences; Chief Researcher at Trapeznikov Institute of Control Sciences, Russian Academy of Sciences; Professor at Lomonosov Moscow State University. Author of more than 250 scientific publications, including 15 monographs. His research interests include stochastic dynamic systems, optimization, machine learning, and macrosystem modeling.

Alexey Yu. Popkov: Candidate of Sciences, Leading Researcher at Federal Research Center "Computer Science and Control," Russian Academy of Sciences; author of 47 scientific publications. His research interests include software engineering, high-performance computing, data mining, machine learning, and entropy methods.

Yuri A. Dubnov: MSc in Physics, Researcher at Federal Research Center "Computer Science and Control," Russian Academy of Sciences. Author of more than 18 scientific publications. His research interests include machine learning, forecasting, randomized approaches, and Bayesian estimation.

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Verlag
Chapman and Hall/CRC
Erscheinungsdatum
2024
Sprache
Englisch
ISBN 10 
1032307749
ISBN 13 
9781032307749
Einband
Taschenbuch
Anzahl der Seiten
404
Kontakt zum Hersteller
Nicht verfügbar
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