JOURNAL ARTICLE

A Social Media Recommender System

Giancarlo SperlíFlora AmatoFabio MercorioMario MezzanzanicaVincenzo MoscatoAntonio Picariello

Year: 2017 Journal:   International Journal of Multimedia Data Engineering and Management Vol: 9 (1)Pages: 36-50   Publisher: IGI Global

Abstract

Social media recommendation differs from traditional recommendation approaches as it needs considering not only the content information and users' similarities, but also users' social relationships and behavior within an online social network as well. In this article, a recommender system – designed for big data applications – is used for providing useful recommendations in online social networks. The proposed technique represents a collaborative and user-centered approach that exploits the interactions among users and generated multimedia contents in one or more social networks in a novel and effective way. The experiments performed on data collected from several online social networks show the feasibility of the approach towards the social media recommendation problem.

Keywords:
Computer science Recommender system Exploit Social media Social network (sociolinguistics) World Wide Web Collaborative filtering Big data Data science Multimedia Information retrieval Data mining

Metrics

13
Cited By
2.80
FWCI (Field Weighted Citation Impact)
46
Refs
0.92
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Recommender Systems and Techniques
Physical Sciences →  Computer Science →  Information Systems
Image Retrieval and Classification Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Complex Network Analysis Techniques
Physical Sciences →  Physics and Astronomy →  Statistical and Nonlinear Physics

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