TY - GEN
T1 - A recommender model for social bookmarking sites
AU - Ilhan, Nagehan
AU - Öǧüdücü, Şule Gündüz
PY - 2009
Y1 - 2009
N2 - Social bookmarking and other Web sites allow users submitting their resources and labeling them with arbitrary keywords, called tags, to create folksonomies. These sites usually provide their users tag recommendations in order to help them to find relevant information and resources. However, only very basic techniques are applied for generating recommendations. In this paper, we present a recommender system for a social bookmarking site to generate resource recommendations rather than tag recommendations. Our system is based on two ideas: similar users are interested in similar resources and similar resources have similar tags. Our system generates recommendations by automatically taking into account what resources a user tags and the co-occurrence of tags. Our method is tested on large-scale real life datasets. The experimental results show that our method achieves a good recommendation performance.
AB - Social bookmarking and other Web sites allow users submitting their resources and labeling them with arbitrary keywords, called tags, to create folksonomies. These sites usually provide their users tag recommendations in order to help them to find relevant information and resources. However, only very basic techniques are applied for generating recommendations. In this paper, we present a recommender system for a social bookmarking site to generate resource recommendations rather than tag recommendations. Our system is based on two ideas: similar users are interested in similar resources and similar resources have similar tags. Our system generates recommendations by automatically taking into account what resources a user tags and the co-occurrence of tags. Our method is tested on large-scale real life datasets. The experimental results show that our method achieves a good recommendation performance.
KW - Folksonomy
KW - Recommender systems
KW - Social bookmarking
UR - http://www.scopus.com/inward/record.url?scp=77950504011&partnerID=8YFLogxK
U2 - 10.1109/ICSCCW.2009.5379460
DO - 10.1109/ICSCCW.2009.5379460
M3 - Conference contribution
AN - SCOPUS:77950504011
SN - 9781424434282
T3 - ICSCCW 2009 - 5th International Conference on Soft Computing, Computing with Words and Perceptions in System Analysis, Decision and Control
BT - ICSCCW 2009 - 5th International Conference on Soft Computing, Computing with Words and Perceptions in System Analysis, Decision and Control
T2 - 5th International Conference on Soft Computing, Computing with Words and Perceptions in System Analysis, Decision and Control, ICSCCW 2009
Y2 - 2 September 2009 through 4 September 2009
ER -