Application of Graph Cellular Automata in Social Network Based Recommender System

被引:0
|
作者
Malecki, Krzysztof [1 ]
Jankowski, Jaroslaw [1 ]
Rokita, Mateusz [1 ]
机构
[1] West Pomeranian Univ Technol, Fac Comp Sci, Szczecin, Poland
关键词
social networks; recommender systems; graph-based cellular automata;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Recommending systems are used in various areas of electronic commerce. Social platforms make it possible to design recommender systems based on social network analysis and connections between users. This paper presents an alternative approach, which uses graph cellular automata. Empirical research was based on datasets from social platforms that confirmed the effectiveness of the proposed solution and is a motivation for extended research in this area.
引用
收藏
页码:21 / 29
页数:9
相关论文
共 50 条
  • [1] A Concurrent Recommender System Based on Social Network
    Chertok, Rachael
    Cockcroft, Nicholas
    Dutta, Sourav
    SERVICES - SERVICES 2018, 2018, 10975 : 165 - 171
  • [2] Social Network Rumors Spread Model Based on Cellular Automata
    Wang, Ailian
    Wu, Weili
    Chen, Junjie
    2014 10TH INTERNATIONAL CONFERENCE ON MOBILE AD-HOC AND SENSOR NETWORKS (MSN), 2014, : 236 - 242
  • [3] Online Recommender System Based on Social Network Regularization
    Wang, Zhuo
    Lu, Hongtao
    NEURAL INFORMATION PROCESSING (ICONIP 2014), PT I, 2014, 8834 : 487 - 494
  • [4] Online recommender system based on social network regularization
    Wang, Zhuo
    Lu, Hongtao
    Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), 2014, 8834 : 487 - 494
  • [5] GraphConfRec: A Graph Neural Network-Based Conference Recommender System
    Iana, Andreea
    Paulheim, Heiko
    2021 ACM/IEEE JOINT CONFERENCE ON DIGITAL LIBRARIES (JCDL 2021), 2021, : 90 - 99
  • [6] Multidimensional Social Network in the Social Recommender System
    Kazienko, Przemyslaw
    Musial, Katarzyna
    Kajdanowicz, Tomasz
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2011, 41 (04): : 746 - 759
  • [7] An entity graph based Recommender System
    Chaudhari, Sneha
    Azaria, Amos
    Mitchell, Tom
    AI COMMUNICATIONS, 2017, 30 (02) : 141 - 149
  • [8] Graph based Resource Recommender System
    Pabitha, P.
    Amirthavalli, G.
    Vasuki, C.
    Mridhula, J.
    2014 INTERNATIONAL CONFERENCE ON RECENT TRENDS IN INFORMATION TECHNOLOGY (ICRTIT), 2014,
  • [9] Ontology based recommender system using social network data
    Arafeh, Mohamad
    Ceravolo, Paolo
    Mourad, Azzam
    Damiani, Ernesto
    Bellini, Emanuele
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2021, 115 : 769 - 779
  • [10] A semantic social network-based expert recommender system
    Davoodi, Elnaz
    Kianmehr, Keivan
    Afsharchi, Mohsen
    APPLIED INTELLIGENCE, 2013, 39 (01) : 1 - 13