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2018 | OriginalPaper | Buchkapitel

Information Diffusion Model Based on Opportunity, Trust and Motivation

verfasst von : Jihong Wan, Xiaoliang Chen, Yajun Du, Mengmeng Jia

Erschienen in: Information Retrieval

Verlag: Springer International Publishing

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Abstract

Building an accurate information diffusion model around universal social factors has started to post its popularity on social network researches, which benefits a lot from its evolution simulation for identifying the messages with better prices, promoting news online quickly, and controlling public opinions. This paper constructs a novel model with respect to combine three factors: Opportunity, Social Trust and Game Selection Motivation. Firstly, the interest similarity between two users is convenient for measuring the opportunity to receive a message. Secondly, the threshold of social trust is calculated by coupling users network influence and content contribution. Thirdly, game selection with a rule to compute the best benefits has recognized as the motivation of users to spread a message. Finally, this paper presents an improved page rank algorithm to build a model by the idea of the game selection based on opportunity and social trust. Experimental result shows that social trust can accelerate the spread of information in Microblog social network by considering both the network topology and information content simultaneously.

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Literatur
1.
Zurück zum Zitat Zhang, Z., Wang, Z.: The data-driven null models for information dissemination tree in social networks. Physica A Stat. Mech. Appl. 484, 394–411 (2017)CrossRef Zhang, Z., Wang, Z.: The data-driven null models for information dissemination tree in social networks. Physica A Stat. Mech. Appl. 484, 394–411 (2017)CrossRef
2.
Zurück zum Zitat Zinoviev, D., Duong, V.: A game theoretical approach to broadcast information diffusion in social networks. In: Simulation Symposium, pp. 47–52 (2011) Zinoviev, D., Duong, V.: A game theoretical approach to broadcast information diffusion in social networks. In: Simulation Symposium, pp. 47–52 (2011)
3.
Zurück zum Zitat Qiu, W., Wang, Y., Yu, J.: A game theoretical model of information dissemination in social network. In: International Conference on Complex Systems, pp. 1–6 (2013) Qiu, W., Wang, Y., Yu, J.: A game theoretical model of information dissemination in social network. In: International Conference on Complex Systems, pp. 1–6 (2013)
4.
Zurück zum Zitat Jaccard, P.: The distribution of the flora in the alpine zone. New Phytol. 11(2), 37–50 (1901)CrossRef Jaccard, P.: The distribution of the flora in the alpine zone. New Phytol. 11(2), 37–50 (1901)CrossRef
5.
Zurück zum Zitat Wu, S., Hofman, J.M., Mason, W.A., Watts, D.J.: Who says what to whom on Twitter. In: International Conference on World Wide Web, WWW 2011, Hyderabad, India, 28 March - April, pp. 705–714 (2011) Wu, S., Hofman, J.M., Mason, W.A., Watts, D.J.: Who says what to whom on Twitter. In: International Conference on World Wide Web, WWW 2011, Hyderabad, India, 28 March - April, pp. 705–714 (2011)
6.
Zurück zum Zitat Kwak, H., Lee, C., Park, H., Moon, S.B.: What is Twitter, a social network or news media? In: International Conference on World Wide Web, pp. 591–600 (2010) Kwak, H., Lee, C., Park, H., Moon, S.B.: What is Twitter, a social network or news media? In: International Conference on World Wide Web, pp. 591–600 (2010)
7.
Zurück zum Zitat Daley, D.J., Kendall, D.G.: Epidemics and rumours. Nature 204, 1118 (1964)CrossRef Daley, D.J., Kendall, D.G.: Epidemics and rumours. Nature 204, 1118 (1964)CrossRef
9.
Zurück zum Zitat Katz, E., Lazarsfeld, P.F.: Personal Influence: The Part Played by People in the Flow of Mass Communications. Transaction Publishers, Brunswick (2006) Katz, E., Lazarsfeld, P.F.: Personal Influence: The Part Played by People in the Flow of Mass Communications. Transaction Publishers, Brunswick (2006)
10.
Zurück zum Zitat Romero, D.M., Galuba, W., Asur, S., Huberman, B.A.: Influence and passivity in social media. In: International Conference Companion on World Wide Web, pp. 113–114 (2011) Romero, D.M., Galuba, W., Asur, S., Huberman, B.A.: Influence and passivity in social media. In: International Conference Companion on World Wide Web, pp. 113–114 (2011)
11.
Zurück zum Zitat Yong, S.K., Tran, V.L.: Assessing the ripple effects of online opinion leaders with trust and distrust metrics. Pergamon Press Inc, (2013) Yong, S.K., Tran, V.L.: Assessing the ripple effects of online opinion leaders with trust and distrust metrics. Pergamon Press Inc, (2013)
12.
Zurück zum Zitat Ortega, F.J., Troyano, J.A., Cruz, F.L., Vallejo, C.G., Enríquez, F.: Propagation of trust and distrust for the detection of trolls in a social network. Comput. Netw. 56(12), 2884–2895 (2012)CrossRef Ortega, F.J., Troyano, J.A., Cruz, F.L., Vallejo, C.G., Enríquez, F.: Propagation of trust and distrust for the detection of trolls in a social network. Comput. Netw. 56(12), 2884–2895 (2012)CrossRef
13.
Zurück zum Zitat Freeman, L.C.: Centrality in social networks conceptual clarification. Soc. Netw. 1(3), 215–239 (1978)CrossRef Freeman, L.C.: Centrality in social networks conceptual clarification. Soc. Netw. 1(3), 215–239 (1978)CrossRef
14.
Zurück zum Zitat Page, L: The PageRank citation ranking: bringing order to the web. In: Proceedings of the WWW Conference, pp. 1–14 (1998) Page, L: The PageRank citation ranking: bringing order to the web. In: Proceedings of the WWW Conference, pp. 1–14 (1998)
15.
Zurück zum Zitat Goyal, A., Bonchi, F., Lakshmanan, L.V.S.: Learning influence probabilities in social networks, pp. 241–250 (2010) Goyal, A., Bonchi, F., Lakshmanan, L.V.S.: Learning influence probabilities in social networks, pp. 241–250 (2010)
16.
Zurück zum Zitat Li, D., Zhang, S.P., Sun, X., Zhou, H.Y., Li, S., Li, X.L.: Modeling information diffusion over social networks for temporal dynamic prediction. IEEE Trans. Knowl. Data Eng. (99), 1 (2013) Li, D., Zhang, S.P., Sun, X., Zhou, H.Y., Li, S., Li, X.L.: Modeling information diffusion over social networks for temporal dynamic prediction. IEEE Trans. Knowl. Data Eng. (99), 1 (2013)
Metadaten
Titel
Information Diffusion Model Based on Opportunity, Trust and Motivation
verfasst von
Jihong Wan
Xiaoliang Chen
Yajun Du
Mengmeng Jia
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-030-01012-6_15