Machine learning for cloud management
Time series models -- Error preventive time series models -- Metaheuristic optimization algorithms -- Evolutionary neural networks -- Self directed learning -- Ensemble learning -- Load balancing.
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| Weitere Verfasser: | , , |
| Format: | UnknownFormat |
| Sprache: | eng |
| Veröffentlicht: |
Boca Raton, London, New York
CRC Press
2022
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| Ausgabe: | First edition |
| Schlagworte: | |
| Online Zugang: | Inhaltsverzeichnis |
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Tag hinzufügen | Zusammenfassung: | Time series models -- Error preventive time series models -- Metaheuristic optimization algorithms -- Evolutionary neural networks -- Self directed learning -- Ensemble learning -- Load balancing. "Machine Learning for Cloud Management explores cloud resource management through predictive modelling and virtual machine placement. The predictive approaches are developed using regression-based time series analysis and neural network models. The neural network-based models are primarily trained using evolutionary algorithms, and efficient virtual machine placement schemes are developed using multi-objective genetic algorithms. The book is ideal for researchers who are working in the domain of cloud computing"-- |
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| Beschreibung: | Literaturverzeichnsi: Seite 159-170 Includes bibliographical references and index |
| Beschreibung: | xxvi, 172 Seiten Illustrationen |
| ISBN: | 9780367626488 978-0-367-62648-8 9780367622565 978-0-367-62256-5 |