Evolutionary Computation and Complex Networks

Jing Liu

ISBN 10: 3030096491 / ISBN 13: 9783030096496

Verlag: Springer International Publishing, Springer International Publishing Feb 2019, 2019

Beschreibung

Neuware -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.Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg 168 pp. Englisch.

Bestandsnummer des Verkäufers 9783030096496

Bibliografische Details

• Titel: Evolutionary Computation and Complex Networks
• Verlag: Springer International Publishing, Springer International Publishing Feb 2019
• Erscheinungsjahr: 2019
• Sprache: Englisch
• ISBN-10: 3030096491
• ISBN-13: 9783030096496
• Einband: Taschenbuch
• Zustand: Neu

Über diesen Titel

Inhaltsangabe

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.

Von der hinteren Coverseite

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.

• Brings together the fields of evolutionary computation and complex networks, discussing them both qualitatively and quantitatively;
  
• Provides novel and efficient computational problem solving techniques that require little computer memory;
  
• Provides the pseudo-codes for the computational methods used in the book to enable readers to adopt the codes to their own problems.