Automated Design of Machine Learning and Search Algorithms - Couverture rigide

Couverture rigide

ISBN 10 : 3030720683 ISBN 13 : 9783030720681

Editeur : Springer Nature Switzerland AG, 2021

Synopsis

Chapter 1: Recent Developments of Automated Machine Learning and Search Techniques.- Chapter 2: Automated Machine Learning.- Chapter 3: A General Model for Automated Algorithm Design.- Chapter 4: Rigorous Performance Analysis of Hyper-Heuristics.- Chapter 5: AutoMoDe.- Chapter 6: A cross-domain method for generation of constructive and perturbative heuristics.- Chapter 7: Hyper-heuristics.- Chapter 8: Towards Real-time Federated Evolutionary Neural.- Chapter 9: Knowledge Transfer in Genetic Programming.- Chapter 10: Automated Design of Classification Algorithms.- Chapter 11: Automated Design (AutoDes).

A propos du livre

À propos de l?auteur

Nelishia Pillay is a professor at the University of Pretoria in South Africa. She holds the Multichoice Joint-Chair in Machine Learning and SARChI Chair in Artificial Intelligence. She is chair of the IEEE Technical Committee on Intelligent Systems Applications, IEEE Task Force on Hyper-Heuristics and the IEEE Task Force on Automated Algorithm Design, Configuration and Selection. Her research areas include hyper-heuristics, automated design of machine learning and search techniques, combinatorial optimization, genetic programming, genetic algorithms and deep learning. These are the focus areas of the NICOG (Nature-Inspired Computing Optimization) research group which she has established.

Rong Qu is an associate professor at the School of Computer Science, University of Nottingham. Her research interests include the modeling and optimisation of combinatorial optimisation problems in optimisation research and artificial intelligence. These include evolutionary algorithms, mathematical programming and metaheuristics integrated with machine learning to automate the design of intelligent algorithms. Dr. Qu is an associated editor at IEEE Computational Intelligence Magazine, IEEE Transactions on Evolutionary Computation, Journal of Operational Research Society and PeerJ Computer Science. She is a Senior IEEE Member since 2012 and the Vice-Chair of Evolutionary Computation Task Committee and Technical Committee on Intelligent Systems Applications at IEEE Computational Intelligence Society.

Détails de l'édition

• Éditeur: Springer Nature Switzerland AG
• Date d'édition: 2021
• Langue: anglais
• ISBN 10: 3030720683
• ISBN 13: 9783030720681
• Reliure: Relié
• Nombre de pages: 205
• Éditeur: Pillay Nelishia, Qu Rong
• Coordonnées du fabricant: ProductSafety@springernature.com; ProductSafety@springernature.com; ; Poststr. 9; Darmstadt; 64293; Allemagne