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author:

Weng, Lijuan (Weng, Lijuan.) [1] | Zhang, Qishan (Zhang, Qishan.) [2] | Lin, Zhibin (Lin, Zhibin.) [3] | Wu, Ling (Wu, Ling.) [4] | Zhang, Jin-Hua (Zhang, Jin-Hua.) [5]

Indexed by:

EI

Abstract:

The social recommender system can accurately recommend information to users, according to their interests based on the characteristics of their social network, however, the interaction between users has not been fully captured in the existing social recommender systems. This study contributes to the literature by proposing a social recommendation method on the basis of opinion dynamics, which captures the information on the interactions between target users and opinion leaders. In our model, the impact of opinion leaders and the evolutionary opinion dynamics between opinion leaders and the target user are integrated to make a recommendation. Experiments based on two real rating datasets, Epinions and FilmTrust were conducted to test the proposed model. The results show that our proposed method can effectively solve the cold-start problem and outperforms the baseline models. © 2022 Elsevier B.V.

Keyword:

Dynamics Factorization Recommender systems

Community:

  • [ 1 ] [Weng, Lijuan]School of Economics and Management, Minjiang University, Fuzhou, China
  • [ 2 ] [Zhang, Qishan]Xianda College of Economics and Humanities, Shanghai International Studies University, Shanghai, China
  • [ 3 ] [Lin, Zhibin]Durham University Business School, Mill Hill Lane, Durham; DH1 3LB, United Kingdom
  • [ 4 ] [Wu, Ling]College of Computer and Data Science, Fuzhou University, Fuzhou, China
  • [ 5 ] [Zhang, Jin-Hua]School of Economics and Management, Fuzhou University, Fuzhou, China

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Source :

Computer Communications

ISSN: 0140-3664

Year: 2023

Volume: 198

Page: 98-107

4 . 5

JCR@2023

4 . 5 0 0

JCR@2023

ESI HC Threshold:32

JCR Journal Grade:1

CAS Journal Grade:3

Cited Count:

WoS CC Cited Count: 0

SCOPUS Cited Count: 5

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

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