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Recent Advances in Evolutionary Multi-objective Optimization (Adaptation,

Description: This book covers the most recent advances in the field of evolutionary multiobjective optimization. With the aim of drawing the attention of up-and coming scientists towards exciting prospects at the forefront of computational intelligence, the authors have made an effort to ensure that the ideas conveyed herein are accessible to the widest audience. The book begins with a summary of the basic concepts in multi-objective optimization. This is followed by brief discussions on various algorithms that have been proposed over the years for solving such problems, ranging from classical (mathematical) approaches to sophisticated evolutionary ones that are capable of seamlessly tackling practical challenges such as non-convexity, multi-modality, the presence of multiple constraints, etc. Thereafter, some of the key emerging aspects that are likely to shape future research directions in the field are presented. These include: optimization in dynamic environments, multi-objective bilevel programming, handling high dimensionality under many objectives, and evolutionary multitasking. In addition to theory and methodology, this book describes several real-world applications from various domains, which will expose the readers to the versatility of evolutionary multi-objective optimization. Multi-objective Optimization: Classicaland Evolutionary Approaches.- Dynamic Multi-objective Optimization using EvolutionaryAlgorithms: A Survey.- Evolutionary Bilevel Optimization: An Introductionand Recent Advances.- Many-objective Optimization using Evolutionary Algorithms:A Survey.- On the Emerging Notion of EvolutionaryMultitasking: A Computational Analog of CognitiveMultitasking.- Practical Applications in Constrained EvolutionaryMulti-objective Optimization.

Price: 215 AUD

Location: Hillsdale, NSW

End Time: 2024-11-30T01:25:17.000Z

Shipping Cost: 32.92 AUD

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Recent Advances in Evolutionary Multi-objective Optimization (Adaptation,Recent Advances in Evolutionary Multi-objective Optimization (Adaptation,

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EAN: 9783319429779

UPC: 9783319429779

ISBN: 9783319429779

MPN: N/A

Book Title: Recent Advances in Evolutionary Multi-objective Op

Item Length: 23.4 cm

Item Height: 235 mm

Item Width: 155 mm

Author: Slim Bechikh, Rituparna Datta, Abhishek Gupta

Publication Name: Recent Advances in Evolutionary Multi-Objective Optimization

Format: Hardcover

Language: English

Publisher: Springer International Publishing Ag

Subject: Computer Science

Publication Year: 2016

Type: Textbook

Item Weight: 4144 g

Number of Pages: 179 Pages

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