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Data-Driven Evolutionary Optimization: Integrating Evolutionary Computation, Machine Learning and Data Science - Couverture rigide
Synopsis
Intended for researchers and practitioners alike, this book covers carefully selected yet broad topics in optimization, machine learning, and metaheuristics. Written by world-leading academic researchers who are extremely experienced in industrial applications, this self-contained book is the first of its kind that provides comprehensive background knowledge, particularly practical guidelines, and state-of-the-art techniques. New algorithms are carefully explained, further elaborated with pseudocode or flowcharts, and full working source code is made freely available.
This is followed by a presentation of a variety of data-driven single- and multi-objective optimization algorithms that seamlessly integrate modern machine learning such as deep learning and transfer learning with evolutionary and swarm optimization algorithms. Applications of data-driven optimization ranging from aerodynamic design, optimization of industrial processes, to deep neural architecture search are included.
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- ÉditeurSpringer Nature Switzerland AG
- Date d'édition2021
- ISBN 10 3030746399
- ISBN 13 9783030746391
- ReliureRelié
- Langueanglais
- Nombre de pages393
- Coordonnées du fabricantnon disponible
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Data-Driven Evolutionary Optimization: Integrating Evolutionary Computation, Machine Learning and Data Science: 975 (Studies in Computational Intelligence, 975)
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Springer, 2021
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ISBN 13 : 9783030746391
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Data-driven Evolutionary Optimization
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Gebunden. Etat : New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Includes a brief introduction to mathematical programming, metaheuristic algorithms, and machine learning techniquesPresents a systematic description of most recent research advances in data-driven evolutionary optimization, including surroga. N° de réf. du vendeur 458554137
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Data-Driven Evolutionary Optimization : Integrating Evolutionary Computation, Machine Learning and Data Science
Edité par
Springer International Publishing, Springer Nature Switzerland, 2021
ISBN 10 : 3030746399
ISBN 13 : 9783030746391
Neuf
Couverture rigide
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Buch. Etat : Neu. Druck auf Anfrage Neuware - Printed after ordering - Intended for researchers and practitioners alike, this book covers carefully selected yet broad topics in optimization, machine learning, and metaheuristics. Written by world-leading academic researchers who are extremely experienced in industrial applications, this self-contained book is the first of its kind that provides comprehensive background knowledge, particularly practical guidelines, and state-of-the-art techniques. New algorithms are carefully explained, further elaborated with pseudocode or flowcharts, and full working source code is made freely available. This is followed by a presentation of a variety of data-driven single- and multi-objective optimization algorithms that seamlessly integrate modern machine learning such as deep learning and transfer learning with evolutionary and swarm optimization algorithms. Applications of data-driven optimization ranging from aerodynamic design, optimization of industrial processes, to deep neural architecture search are included. N° de réf. du vendeur 9783030746391
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Data-Driven Evolutionary Optimization
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Buch. Etat : Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -Intended for researchers and practitioners alike, this book covers carefully selected yet broad topics in optimization, machine learning, and metaheuristics. Written by world-leading academic researchers who are extremely experienced in industrial applications, this self-contained book is the first of its kind that provides comprehensive background knowledge, particularly practical guidelines, and state-of-the-art techniques. New algorithms are carefully explained, further elaborated with pseudocode or flowcharts, and full working source code is made freely available. This is followed by a presentation of a variety of data-driven single- and multi-objective optimization algorithms that seamlessly integrate modern machine learning such as deep learning and transfer learning with evolutionary and swarm optimization algorithms. Applications of data-driven optimization ranging from aerodynamic design, optimization of industrial processes, to deep neural architecture search are included. 420 pp. Englisch. N° de réf. du vendeur 9783030746391
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Data-Driven Evolutionary Optimization
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ISBN 13 : 9783030746391
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Buch. Etat : Neu. Neuware -Intended for researchers and practitioners alike, this book covers carefully selected yet broad topics in optimization, machine learning, and metaheuristics. Written by world-leading academic researchers who are extremely experienced in industrial applications, this self-contained book is the first of its kind that provides comprehensive background knowledge, particularly practical guidelines, and state-of-the-art techniques. New algorithms are carefully explained, further elaborated with pseudocode or flowcharts, and full working source code is made freely available.This is followed by a presentation of a variety of data-driven single- and multi-objective optimization algorithms that seamlessly integrate modern machine learning such as deep learning and transfer learning with evolutionary and swarm optimization algorithms. Applications of data-driven optimization ranging from aerodynamic design, optimization of industrial processes, to deep neural architecture search are included.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 420 pp. Englisch. N° de réf. du vendeur 9783030746391
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Data-driven Evolutionary Optimization : Integrating Evolutionary Computation, Machine Learning and Data Science
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ISBN 10 : 3030746399
ISBN 13 : 9783030746391
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Data-driven Evolutionary Optimization : Integrating Evolutionary Computation, Machine Learning and Data Science
Edité par
Springer, 2021
ISBN 10 : 3030746399
ISBN 13 : 9783030746391
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Couverture rigide
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