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Integrating ant colony algorithm and node centrality to improve prediction of information diffusion in social networks

Version 2 2024-06-03, 12:10
Version 1 2018-12-20, 23:37
conference contribution
posted on 2024-06-03, 12:10 authored by Adel Yazdi, Saeid Khodayi, Jingyu HouJingyu Hou, Wanlei Zhou, Saeed Saedy, K Majbouri Yazdi
One of the latest and most important research topics in the field of information diffusion, which has attracted many social network analyst experts in recent years, is how information is disseminated on social networks. In this paper, a new method is proposed by integration of ant colony algorithm and node centrality to increase the prediction accuracy of information diffusion paths on social networks. In the first stage of our approach, centrality of all nodes in the network is calculated. Then, based on the distances of nodes in the network and also ant colony algorithm, the optimal path of propagation is detected. After implementation of the proposed method, 4 real social network data sets were used to evaluate its performance. The evaluation results of all methods showed a better outcome for our method.

History

Volume

11342

Pagination

381-391

Location

Melbourne, Victoria

Start date

2018-12-11

End date

2018-12-13

ISSN

0302-9743

eISSN

1611-3349

ISBN-13

978-3-030-05344-4

Language

eng

Publication classification

E1 Full written paper - refereed

Copyright notice

2018, Springer Nature Switzerland AG

Editor/Contributor(s)

Wang G, Chen J, Yang LT

Title of proceedings

SpaCCS 2018: Proceedings of the 11th International Conference on Security, Privacy, and Anonymity in Computation, Communication, and Storage

Event

Security, Privacy, and Anonymity in Computation, Communication, and Storage. International Conference (11th: 2018 : Melbourne, Victoria)

Publisher

Springer

Place of publication

Cham, Switzerland

Series

Lecture Notes in Computer Science

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