An Effective Collaborative Filtering Based Method for Movie Recommendation

被引:2
作者
Palak, Rafal [1 ]
Ngoc Thanh Nguyen [1 ]
机构
[1] Wroclaw Univ Sci & Technol, Dept Informat Syst, Fac Comp Sci & Management, Wroclaw, Poland
来源
MULTIMEDIA AND NETWORK INFORMATION SYSTEMS, MISSI 2016 | 2017年 / 506卷
关键词
Movie recommendation; Collaborative filtering; Effective recommendation; SYSTEMS;
D O I
10.1007/978-3-319-43982-2_13
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Collaborative filtering approach is one of the most widely used in recommendation processes. The big problem of this approach is its complexity and scalability. This paper presents an effective method for movie recommendation based on collaborative filtering. We show that the computational complexity of our method is lower than one known from the literature, worked out by Lekakos and Caravelas (Multimedia Tools Appl 36(1-2): 55-70 (2006), [10]).
引用
收藏
页码:149 / 159
页数:11
相关论文
共 17 条
[1]   A collaborative filtering method based on artificial immune network [J].
Acilar, A. Merve ;
Arslan, Ahmet .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (04) :8324-8332
[2]  
Basu C, 1998, FIFTEENTH NATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE (AAAI-98) AND TENTH CONFERENCE ON INNOVATIVE APPLICATIONS OF ARTIFICAL INTELLIGENCE (IAAI-98) - PROCEEDINGS, P714
[3]  
Biancalana C, 2011, PROCEEDINGS OF THE RECSYS'2011 ACM CHALLENGE ON CONTEXT-AWARE MOVIE RECOMMENDATION (CAMRA2011), P5
[4]  
CAYZER S, 2005, J MATH MODELLING ALG, V4, P181
[5]   Applying artificial immune systems to collaborative filtering for movie recommendation [J].
Chen, Meng-Hui ;
Teng, Chin-Hung ;
Chang, Pei-Chann .
ADVANCED ENGINEERING INFORMATICS, 2015, 29 (04) :830-839
[6]  
Chikhaoui B., 2011, Proceedings 2011 25th IEEE International Conference on Advanced Information Networking and Applications Workshops (WAINA 2011), P644, DOI 10.1109/WAINA.2011.12
[7]   A movie recommendation algorithm based on genre correlations [J].
Choi, Sang-Min ;
Ko, Sang-Ki ;
Han, Yo-Sub .
EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (09) :8079-8085
[8]  
Gonzalez, 2003, P C EV COMP C CANB, P8
[9]  
Kyung-Rog K., 2011, TOOLS APPL, V61, P87
[10]   A hybrid approach for movie recommendation [J].
Lekakos, George ;
Caravelas, Petros .
MULTIMEDIA TOOLS AND APPLICATIONS, 2008, 36 (1-2) :55-70