进化计算和复杂网络

English | PDF,EPUB | 2018 (2019 Edition) | 160 Pages | ISBN : 3319599984 | 10.38 MB

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.

这本书介绍了进化计算与复杂网络之间的联系以及从两个领域交叉融合想法带来的优势。不同于分别介绍每个领域的做法，作者们专注于两领域交界处的研究工作。本书结构化地解决两个问题：(1)如何使用复杂网络来分析和改进进化计算方法？ (2)如何使用进化计算方法解决复杂网络的问题？作者将复杂网络与进化计算交织在一起，并利用进化计算发现社区结构的同时，也通过网络分析技术来分析进化算法的性能。这本书适合进化计算和复杂网络领域的初学者以及资深研究者阅读。

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