Abstract
Online social networks are overwhelmed with information spreading, phenomena whose underlying mechanisms require deeper analysis. In this paper, we introduce the direct credibility among nodes, a parameter that takes into account news trustworthiness. We exploit this amount into a well-known epidemic model to study the news diffusion process and to discover which elements affect the decision of individuals to propagate or not the news. In addition, we also consider how credibility evolves over time, in particular how news spreading process and nodes credibility assessment mutually influence themselves. Simulations on synthesized social networks show that the proposed approach seems a good starting point to define a realistic news spreading model.
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Carchiolo, V., Longheu, A., Malgeri, M., Mangioni, G., Previti, M.: Introducing credibility to model news spreading. Accepted for publication in Complex Networks 2017. In: The 6th International Conference on Complex Networks and Their Applications (2017)
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Carchiolo, V., Longheu, A., Malgeri, M., Mangioni, G., Previti, M. (2018). A Trust-Based News Spreading Model. In: Cornelius, S., Coronges, K., Gonçalves, B., Sinatra, R., Vespignani, A. (eds) Complex Networks IX. CompleNet 2018. Springer Proceedings in Complexity. Springer, Cham. https://doi.org/10.1007/978-3-319-73198-8_26
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DOI: https://doi.org/10.1007/978-3-319-73198-8_26
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