Modeling Information Diffusion over Social Networks for Temporal Dynamic Prediction
文献类型:期刊论文
作者 | Li, Dong1,2; Zhang, Shengping3; Sun, Xin3; Zhou, Huiyu4; Li, Sheng5; Li, Xuelong6 |
刊名 | ieee transactions on knowledge and data engineering
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出版日期 | 2017-09-01 |
卷号 | 29期号:9页码:1985-1997 |
关键词 | Information diffusion social network modeling prediction |
ISSN号 | 1041-4347 |
产权排序 | 6 |
通讯作者 | li, d |
英文摘要 | modeling the process of information diffusion is a challenging problem. although numerous attempts have been made in order to solve this problem, very few studies are actually able to simulate and predict temporal dynamics of the diffusion process. in this paper, we propose a novel information diffusion model, namely gt model, which treats the nodes of a network as intelligent and rational agents and then calculates their corresponding payoffs, given different choices to make strategic decisions. by introducing time-related payoffs based on the diffusion data, the proposed gt model can be used to predict whether or not the user's behaviors will occur in a specific time interval. the user's payoff can be divided into two parts: social payoff from the user's social contacts and preference payoff from the user's idiosyncratic preference. we here exploit the global influence of the user and the social influence between any two users to accurately calculate the social payoff. in addition, we develop a new method of presenting social influence that can fully capture the temporal dynamics of social influence. experimental results from two different datasets, sina weibo and flickr demonstrate the rationality and effectiveness of the proposed prediction method with different evaluation metrics. |
学科主题 | computer science, artificial intelligence ; computer science, information systems ; engineering, electrical & electronic |
研究领域[WOS] | computer science ; engineering |
收录类别 | SCI |
语种 | 英语 |
WOS记录号 | WOS:000407433900016 |
源URL | [http://ir.opt.ac.cn/handle/181661/29219] ![]() |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
作者单位 | 1.Shandong Univ, Sch Elect & Informat Engn, Weihai 264209, Peoples R China 2.Harbin Inst Technol, Harbin 150001, Heilongjiang, Peoples R China 3.Harbin Inst Technol, Sch Comp Sci & Technol, Weihai 264200, Peoples R China 4.Queens Univ Belfast, CSIT, Belfast BT7 1NN, Antrim, North Ireland 5.Harbin Inst Technol, Sch Comp Sci & Technol, Harbin 150001, Heilongjiang, Peoples R China 6.Chinese Acad Sci, Xian Inst Opt & Precis Mech, State Key Lab Transient Opt & Photon, Ctr Opt IMagery Anal & Learning OPTIMAL, Xian 710119, Shaanxi, Peoples R China |
推荐引用方式 GB/T 7714 | Li, Dong,Zhang, Shengping,Sun, Xin,et al. Modeling Information Diffusion over Social Networks for Temporal Dynamic Prediction[J]. ieee transactions on knowledge and data engineering,2017,29(9):1985-1997. |
APA | Li, Dong,Zhang, Shengping,Sun, Xin,Zhou, Huiyu,Li, Sheng,&Li, Xuelong.(2017).Modeling Information Diffusion over Social Networks for Temporal Dynamic Prediction.ieee transactions on knowledge and data engineering,29(9),1985-1997. |
MLA | Li, Dong,et al."Modeling Information Diffusion over Social Networks for Temporal Dynamic Prediction".ieee transactions on knowledge and data engineering 29.9(2017):1985-1997. |
入库方式: OAI收割
来源:西安光学精密机械研究所
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