TY - GEN
T1 - Collective Matrix Factorization Using Tag Embedding for Effective Recommender System
AU - Bang, Hanbyul
AU - Lee, Jee Hyong
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2016/12/28
Y1 - 2016/12/28
N2 - Many people communicate each other through online community, SNS as Instagram, Facebook, etc. Most of these services annotate on their clips or pictures by using tags, which contain some information and can describe their contents. In this paper, we propose a new recommender system using word embedding with tag information and collective matrix factorization technique. By vectorizing tags that users annotated, we make user-tag matrix by merging tag vectors and factorize it together with user-item matrix. We show that this method effectively works through experiments.
AB - Many people communicate each other through online community, SNS as Instagram, Facebook, etc. Most of these services annotate on their clips or pictures by using tags, which contain some information and can describe their contents. In this paper, we propose a new recommender system using word embedding with tag information and collective matrix factorization technique. By vectorizing tags that users annotated, we make user-tag matrix by merging tag vectors and factorize it together with user-item matrix. We show that this method effectively works through experiments.
KW - collaborative filtering
KW - collective matrix factorization
KW - recommender system
KW - tag
KW - word embedding
UR - https://www.scopus.com/pages/publications/85010424098
U2 - 10.1109/SCIS-ISIS.2016.0183
DO - 10.1109/SCIS-ISIS.2016.0183
M3 - Conference contribution
AN - SCOPUS:85010424098
T3 - Proceedings - 2016 Joint 8th International Conference on Soft Computing and Intelligent Systems and 2016 17th International Symposium on Advanced Intelligent Systems, SCIS-ISIS 2016
SP - 846
EP - 850
BT - Proceedings - 2016 Joint 8th International Conference on Soft Computing and Intelligent Systems and 2016 17th International Symposium on Advanced Intelligent Systems, SCIS-ISIS 2016
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 8th Joint International Conference on Soft Computing and Intelligent Systems and 17th International Symposium on Advanced Intelligent Systems, SCIS-ISIS 2016
Y2 - 25 August 2016 through 28 August 2016
ER -