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Author:

Zhang, Jing (Zhang, Jing.) (Scholars:张菁) | Yang, Ying (Yang, Ying.) | Tian, Qi (Tian, Qi.) | Zhuo, Li (Zhuo, Li.) | Liu, Xin (Liu, Xin.)

Indexed by:

Scopus SCIE

Abstract:

In the social image sharing websites (such as Flickr), users are allowed to upload images and tag them with tags. Due to the diversities of users' interests, different users may tag the same image with different tags. Therefore, tags not only reveal some important image semantic clues, but also show user's preference, which can provide a new effective solution for overcoming the semantic gap as well as realizing a personalized recommendation. In this paper, a personalized social image recommendation method based on user-image-tag model is proposed. The main contributions of our work are 1) to efficiently make use of tags, social image tags are re-ranked according to the image content; 2) to obtain user preference, a user-image-tag model is constructed with tripartite graph according to the correlation among users, images and top-ranking tags; and 3) a personalized social recommendation system is implemented based on user-image-tag model. Experimental results proved that our method can significantly improve the accuracy of personalized image recommendation.

Keyword:

Social image user-image-tag model tag ranking tripartite graph personalized recommendation

Author Community:

  • [ 1 ] [Zhang, Jing]Beijing Univ Technol, Signal & Informat Proc Lab, Beijing 100124, Peoples R China
  • [ 2 ] [Yang, Ying]Beijing Univ Technol, Signal & Informat Proc Lab, Beijing 100124, Peoples R China
  • [ 3 ] [Zhuo, Li]Beijing Univ Technol, Signal & Informat Proc Lab, Beijing 100124, Peoples R China
  • [ 4 ] [Liu, Xin]Beijing Univ Technol, Signal & Informat Proc Lab, Beijing 100124, Peoples R China
  • [ 5 ] [Zhang, Jing]Univ Texas San Antonio, Dept Comp Sci, San Antonio, TX 78249 USA
  • [ 6 ] [Tian, Qi]Univ Texas San Antonio, Dept Comp Sci, San Antonio, TX 78249 USA
  • [ 7 ] [Zhuo, Li]Collaborat Innovat Ctr Elect Vehicles Beijing, Beijing, Peoples R China

Reprint Author's Address:

  • 张菁

    [Zhang, Jing]Beijing Univ Technol, Signal & Informat Proc Lab, Beijing 100124, Peoples R China

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Source :

IEEE TRANSACTIONS ON MULTIMEDIA

ISSN: 1520-9210

Year: 2017

Issue: 11

Volume: 19

Page: 2439-2449

7 . 3 0 0

JCR@2022

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:175

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count: 35

SCOPUS Cited Count: 50

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 11

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