Evolutionary Computation and Complex Networks

Author:   Jing Liu ,  Hussein A. Abbass ,  Kay Chen Tan
Publisher:   Springer International Publishing AG
Edition:   1st ed. 2019
ISBN:  

9783319599984


Pages:   148
Publication Date:   04 October 2018
Format:   Hardback
Availability:   Manufactured on demand   Availability explained
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Evolutionary Computation and Complex Networks


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Overview

This book introduces the linkage between evolutionary computation and complex networks and the advantages of cross-fertilising ideas from both fields. Instead of introducing each field individually, the authors focus on the research that sits at the interface of both fields. The book is structured to address two questions: (1) how complex networks are used to analyze and improve the performance of evolutionary computation methods? (2) how evolutionary computation methods are used to solve problems in complex networks? The authors interweave complex networks and evolutionary computing, using evolutionary computation to discover community structure, while also using network analysis techniques to analyze the performance of evolutionary algorithms. The book is suitable for both beginners and senior researchers in the fields of evolutionary computation and complex networks.

Full Product Details

Author:   Jing Liu ,  Hussein A. Abbass ,  Kay Chen Tan
Publisher:   Springer International Publishing AG
Imprint:   Springer International Publishing AG
Edition:   1st ed. 2019
Weight:   0.454kg
ISBN:  

9783319599984


ISBN 10:   3319599984
Pages:   148
Publication Date:   04 October 2018
Audience:   Professional and scholarly ,  Professional & Vocational
Format:   Hardback
Publisher's Status:   Active
Availability:   Manufactured on demand   Availability explained
We will order this item for you from a manufactured on demand supplier.

Table of Contents

Part 1:  Background .- Evolutionary Computation.- Complex Networks.- Part 2:  Using Complex Networks to Analyze Evolutionary Algorithms.- Evolutionary Dynamics on Complex Networks.- Problem Difficulty Prediction based on Complex Networks.- Network-based Problem Difficulty Prediction Measures.- Part 3:  Using Evolutionary Algorithms to Solve Problems in Complex Networks.- Evolutionary Community Detection Algorithms.- Evolving Robust Networks using Evolutionary Algorithms.- Other Optimization Problems in Complex Networks.

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