TY - GEN
T1 - Towards a Personalized Item Recommendation Approach in Social Tagging Systems Using Intuitionistic Fuzzy DBSCAN
AU - Guan, Chun
AU - Yuen, Kevin Kam Fung
AU - Yue, Yong
N1 - Publisher Copyright:
© 2018 IEEE.
PY - 2018/11/9
Y1 - 2018/11/9
N2 - In folksonomies, users annotate items with abundant personalized tags. The tags can be used in recommendation systems to produce meaningful information. The Density-Based Spatial Clustering of Applications with Noise (DBSCAN) can be applied in recommendation systems. This paper proposes the Intuitionistic Fuzzy DBSCAN (IF-DBSCAN) for the personalized item recommendation in folksonomy. The IF-DBSCAN is used to cluster items with respect to the user-defined tags. The Intuitionistic Fuzzy Set (IFS) is used to represent tag values which are vague and uncertain. DBSCAN can cluster items with the tags represented by using IFSs into different groups. An example of movie recommendation is demonstrated for the applicability of the proposed method.
AB - In folksonomies, users annotate items with abundant personalized tags. The tags can be used in recommendation systems to produce meaningful information. The Density-Based Spatial Clustering of Applications with Noise (DBSCAN) can be applied in recommendation systems. This paper proposes the Intuitionistic Fuzzy DBSCAN (IF-DBSCAN) for the personalized item recommendation in folksonomy. The IF-DBSCAN is used to cluster items with respect to the user-defined tags. The Intuitionistic Fuzzy Set (IFS) is used to represent tag values which are vague and uncertain. DBSCAN can cluster items with the tags represented by using IFSs into different groups. An example of movie recommendation is demonstrated for the applicability of the proposed method.
KW - DBSCAN
KW - Folksonomy
KW - Intuitionistic Fuzzy Set
KW - Movie recommendation
KW - Social tagging system
UR - https://www.scopus.com/pages/publications/85058441053
U2 - 10.1109/IHMSC.2018.00090
DO - 10.1109/IHMSC.2018.00090
M3 - Conference Proceeding
AN - SCOPUS:85058441053
T3 - Proceedings - 2018 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
SP - 361
EP - 364
BT - Proceedings - 2018 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th International Conference on Intelligent Human-Machine Systems and Cybernetics, IHMSC 2018
Y2 - 25 August 2018 through 26 August 2018
ER -