@inproceedings{863668e911964a229fc0920a28b4bc6e,
title = "A social and popularity-based tag recommender",
abstract = "Tag recommendation aims to recommend to a user the most suited tags for a given item. It is an important functionality of resource sharing systems. In this paper we propose a recommendation algorithm, called Fas Tag, that links the relevance of the tags to both their popularity and the opinions of the user's neighbors. Fas Tag assumes that the users are organized in a weighted graph representing, for instance, the similarity or the trust between them. The two salient aspects of Fas Tag are the scoring function it uses to evaluate the relevance of the tags, and its low computation cost. Thus, Fas Tag can make online recommendations, even for large datasets. Moreover, we improve the accuracy of its recommendations by adjusting automatically the size of the recommended list of tags. The experiments we did on several datasets show a significant improvement of the accuracy of the recommendations.",
keywords = "Accuracy, Scalability, Social network, Tag recommendation",
author = "Modou Gueye and Talel Abdessalem and Hubert Nacke",
note = "Publisher Copyright: {\textcopyright} 2014 IEEE.; 4th IEEE International Conference on Big Data and Cloud Computing, BDCloud 2014 ; Conference date: 03-12-2014 Through 05-12-2014",
year = "2014",
month = jan,
day = "1",
doi = "10.1109/BDCloud.2014.44",
language = "English",
series = "Proceedings - 4th IEEE International Conference on Big Data and Cloud Computing, BDCloud 2014 with the 7th IEEE International Conference on Social Computing and Networking, SocialCom 2014 and the 4th International Conference on Sustainable Computing and Communications, SustainCom 2014",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
pages = "318--325",
editor = "Jinjun Chen and Yang, \{Laurence T.\}",
booktitle = "Proceedings - 4th IEEE International Conference on Big Data and Cloud Computing, BDCloud 2014 with the 7th IEEE International Conference on Social Computing and Networking, SocialCom 2014 and the 4th International Conference on Sustainable Computing and Communications, SustainCom 2014",
}