An effective ISDPR rumor propagation model on complex networks
Rumor in networks is harmful, it can lead to social unrest, endanger public security, and do harm to the public interest. Therefore, it is very important to study the regularity of information spreading in the network. For the problem that traditional rumor propagation model did not take into accoun...
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| Published in | International journal of intelligent systems Vol. 37; no. 12; pp. 11188 - 11213 |
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| Main Authors | , |
| Format | Journal Article |
| Language | English |
| Published |
New York
John Wiley & Sons, Inc
01.12.2022
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| Subjects | |
| Online Access | Get full text |
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| Abstract | Rumor in networks is harmful, it can lead to social unrest, endanger public security, and do harm to the public interest. Therefore, it is very important to study the regularity of information spreading in the network. For the problem that traditional rumor propagation model did not take into account the influence of fact spreading and punishment mechanism, combined with network structure and game theory, propose an effective ISDPR rumor propagation model. First, we analyze the model, calculate the basic reproductive number and the equilibrium points and prove the stability of the equilibrium points to explain the rationality of the model. Then, based on game theory, a new state transition function is designed for nodes, and an effective ISDPR model on complex networks is proposed. Finally, experiments are performed in WS small world network, BA scale‐free network and real networks to investigate the influence of different initial conditions on rumor spreading, and the experimental results show the correctness and effectiveness of the model. |
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| AbstractList | Rumor in networks is harmful, it can lead to social unrest, endanger public security, and do harm to the public interest. Therefore, it is very important to study the regularity of information spreading in the network. For the problem that traditional rumor propagation model did not take into account the influence of fact spreading and punishment mechanism, combined with network structure and game theory, propose an effective ISDPR rumor propagation model. First, we analyze the model, calculate the basic reproductive number and the equilibrium points and prove the stability of the equilibrium points to explain the rationality of the model. Then, based on game theory, a new state transition function is designed for nodes, and an effective ISDPR model on complex networks is proposed. Finally, experiments are performed in WS small world network, BA scale‐free network and real networks to investigate the influence of different initial conditions on rumor spreading, and the experimental results show the correctness and effectiveness of the model. |
| Author | Jing, Wu Kang, Haiyan |
| Author_xml | – sequence: 1 givenname: Wu orcidid: 0000-0002-6617-0614 surname: Jing fullname: Jing, Wu organization: Beijing Information Science and Technology University – sequence: 2 givenname: Haiyan orcidid: 0000-0001-7652-3180 surname: Kang fullname: Kang, Haiyan email: kanghaiyan@126.com organization: Beijing Information Science and Technology University |
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| SubjectTerms | complex networks Game theory Initial conditions Intelligent systems ISDPR model network structure Networks Propagation rumor spreading |
| Title | An effective ISDPR rumor propagation model on complex networks |
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