論文

査読有り
2019年

Analysis of Diversity and Dynamics in Co-evolution of Cooperation in Social Networking Services.

Studies in Computational Intelligence
  • Yutaro Miura
  • ,
  • Fujio Toriumi
  • ,
  • Toshiharu Sugawara

881 SCI
開始ページ
495
終了ページ
506
記述言語
英語
掲載種別
研究論文(国際会議プロシーディングス)
DOI
10.1007/978-3-030-36687-2_41
出版者・発行元
Springer

How users of social networking services (SNSs) dynamically identify their own reasonable strategies was investigated by applying a co-evolutionary algorithm to an agent-based game theoretic model of SNSs. We often use SNSs such as Twitter, Facebook, and Instagram, but we can also freeride without providing any content because providing information incurs costs to us. Numerous studies on evolutionary network analysis have been conducted to investigate why people continue to post articles. In these studies, genetic algorithms (GAs) have often been used to find reasonable strategies for SNS users. Although the evolved strategies in these studies are usually common among all users, the appropriate strategies for them must be diverse because the strategies are used in various circumstances. In this paper, we present our analysis using a co-evolutionary algorithm, multiple-world GA (MWGA), the various strategies for individual agents involving co-evolution with their neighboring agents. We also present the fitness value we obtained, a value that was higher than those obtained using the conventional GA. Finally, we show that the MWGA enables us to observe dynamic processes of co-evolution, i.e., why agents reach their own strategies in different circumstances. This analysis is helpful to understand various users’ behaviors through mutual interactions with neighboring users.

リンク情報
DOI
https://doi.org/10.1007/978-3-030-36687-2_41
DBLP
https://dblp.uni-trier.de/rec/conf/complexnetworks/MiuraTS19
URL
https://dblp.uni-trier.de/conf/complexnetworks/2019-1
URL
https://dblp.uni-trier.de/db/conf/complexnetworks/complexnetworks2019-1.html#MiuraTS19
Scopus
https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85076675227&origin=inward
Scopus Citedby
https://www.scopus.com/inward/citedby.uri?partnerID=HzOxMe3b&scp=85076675227&origin=inward
ID情報
  • DOI : 10.1007/978-3-030-36687-2_41
  • ISSN : 1860-949X
  • eISSN : 1860-9503
  • DBLP ID : conf/complexnetworks/MiuraTS19
  • SCOPUS ID : 85076675227

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