Dynamical Modeling, Analysis, and Control of Information Diffusion over Social Networks: A Deep Learning-Based Recommendation Algorithm in Social Network
Joint Authors
Cheng, Kefei
Guo, Xiaoyong
Cui, Xiaotong
Shan, Fengchi
Source
Discrete Dynamics in Nature and Society
Issue
Vol. 2020, Issue 2020 (31 Dec. 2020), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2020-07-03
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
The recommendation algorithm can break the restriction of the topological structure of social networks, enhance the communication power of information (positive or negative) on social networks, and guide the information transmission way of the news in social networks to a certain extent.
In order to solve the problem of data sparsity in news recommendation for social networks, this paper proposes a deep learning-based recommendation algorithm in social network (DLRASN).
First, the algorithm is used to process behavioral data in a serializable way when users in the same social network browse information.
Then, global variables are introduced to optimize the encoding way of the central sequence of Skip-gram, in which way online users’ browsing behavior habits can be learned.
Finally, the information that the target users’ have interests in can be calculated by the similarity formula and the information is recommended in social networks.
Experimental results show that the proposed algorithm can improve the recommendation accuracy.
American Psychological Association (APA)
Cheng, Kefei& Guo, Xiaoyong& Cui, Xiaotong& Shan, Fengchi. 2020. Dynamical Modeling, Analysis, and Control of Information Diffusion over Social Networks: A Deep Learning-Based Recommendation Algorithm in Social Network. Discrete Dynamics in Nature and Society،Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1152972
Modern Language Association (MLA)
Cheng, Kefei…[et al.]. Dynamical Modeling, Analysis, and Control of Information Diffusion over Social Networks: A Deep Learning-Based Recommendation Algorithm in Social Network. Discrete Dynamics in Nature and Society No. 2020 (2020), pp.1-8.
https://search.emarefa.net/detail/BIM-1152972
American Medical Association (AMA)
Cheng, Kefei& Guo, Xiaoyong& Cui, Xiaotong& Shan, Fengchi. Dynamical Modeling, Analysis, and Control of Information Diffusion over Social Networks: A Deep Learning-Based Recommendation Algorithm in Social Network. Discrete Dynamics in Nature and Society. 2020. Vol. 2020, no. 2020, pp.1-8.
https://search.emarefa.net/detail/BIM-1152972
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1152972