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- Payer en toute sécurité
- Toujours un magasin près de chez vous
Data-Driven Evolutionary Optimization
Integrating Evolutionary Computation, Machine Learning and Data Science
Yaochu Jin, Handing Wang, Chaoli Sun
168,95 €
+ 337 points
Format
Description
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.
Spécifications
Parties prenantes
- Auteur(s) :
- Editeur:
Contenu
- Nombre de pages :
- 393
- Langue:
- Anglais
- Collection :
- Tome:
- n° 975
Caractéristiques
- EAN:
- 9783030746421
- Date de parution :
- 30-06-22
- Format:
- Livre broché
- Format numérique:
- Trade paperback (VS)
- Dimensions :
- 156 mm x 234 mm
- Poids :
- 585 g
