Addressing the Cold-Start Problem Using Data Mining Techniques and Improving Recommender Systems by Cuckoo Algorithm: A Case Study of Facebook

被引:24
作者
Forouzandeh, Saman [1 ,2 ]
Aghdam, Atae Rezaei [2 ,3 ]
Forouzandeh, Soran [2 ,4 ]
Xu, Shuxiang [5 ]
机构
[1] Univ Appl Sci & Technol, Dept Comp Engn, Tehran, Iran
[2] Ctr Tehran Municipal ICT Org, Tehran, Iran
[3] Univ Appl Sci & Technol, Informat Technol Dept, Tehran, Iran
[4] Univ Appl Sci & Technol, Tehran, Iran
[5] Univ Tasmania, Sch Technol Environm & Design, Hobart, Tas, Australia
关键词
Facebook; Recommender systems; Data mining; Clustering algorithms; Optimization; Software; Recommender Systems; Data Mining; Social Networks; Cold-start; Cuckoo Algorithm;
D O I
10.1109/MCSE.2018.2875321
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
One of the most common problems in recommender systems is a "cold-start" problem, which is related to users who do not indicate any behavior on social media. This paper proposes a solution for tackling this problem by using data mining techniques and improving the recommender systems by using the Cuckoo algorithm.
引用
收藏
页码:62 / 73
页数:12
相关论文
共 27 条
[1]   Knowledge Discovery for Tourism Using Data Mining and Qualitative Analysis: A Case Study at Johor Bahru, Malaysia [J].
Aghdam, Atae Rezaei ;
Kamalpour, Mostafa ;
Sim, Alex Tze Hiang .
INTERNATIONAL JOURNAL OF ASIAN BUSINESS AND INFORMATION MANAGEMENT, 2014, 5 (04) :48-59
[2]   Addressing Cold Start for Next-song Recommendation [J].
Chou, Szu-Yu ;
Yang, Yi-Hsuan ;
Jang, Jyh-Shing Roger ;
Lin, Yu-Ching .
PROCEEDINGS OF THE 10TH ACM CONFERENCE ON RECOMMENDER SYSTEMS (RECSYS'16), 2016, :115-118
[3]   Supervised methods for multi-relational link prediction [J].
Davis D. ;
Lichtenwalter R. ;
Chawla N.V. .
Social Network Analysis and Mining, 2013, 3 (02) :127-141
[4]  
Forouzandeh S., 2014, Webology, V11, P1
[5]  
Forouzandeh S., 2015, INT J COMPUT APPL, V124
[6]   Deep Compositional Captioning: Describing Novel Object Categories without Paired Training Data [J].
Hendricks, Lisa Anne ;
Venugopalan, Subhashini ;
Rohrbach, Marcus ;
Mooney, Raymond ;
Saenko, Kate ;
Darrell, Trevor .
2016 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2016, :1-10
[7]  
Jamjuntra L, 2017, INT CONF KNOWL SMART, P132, DOI 10.1109/KST.2017.7886120
[8]   An effective collaborative movie recommender system with cuckoo search [J].
Katarya, Rahul ;
Verma, Om Prakash .
EGYPTIAN INFORMATICS JOURNAL, 2017, 18 (02) :105-112
[9]   A social recommender mechanism for e-commerce: Combining similarity, trust, and relationship [J].
Li, Yung-Ming ;
Wu, Chun-Te ;
Lai, Cheng-Yang .
DECISION SUPPORT SYSTEMS, 2013, 55 (03) :740-752
[10]   Improving DBSCAN's execution time by using a pruning technique on bit vectors [J].
Mimaroglu, Selim ;
Aksehirli, Emin .
PATTERN RECOGNITION LETTERS, 2011, 32 (13) :1572-1580