Movie Big Data Intelligent Recommendation System Based on Knowledge Graph

被引:2
|
作者
Qiu, Gang [1 ,2 ]
Guo, Yanli [2 ]
机构
[1] Shandong Univ, Sch Software, Jinan, Peoples R China
[2] Changji Univ, Changji, Peoples R China
关键词
recommendation systems; neural networks; Attention; interactive; big data;
D O I
10.1109/ISPA-BDCloud-SocialCom-SustainCom52081.2021.00080
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
The user-oriented recommendation system enables users to obtain their favorite movie programs from a large number of movies. Knowledge graph is a kind of heterogeneous network information, which provides rich structural knowledge for movie recommendation system. It helps to solve the problem of data sparseness and cold start. Based on this, we designed a movie recommendation model based on the knowledge graph. First, we embed the knowledge graph into the recommendation model, then use the interactive attention network represented by the user/item to update the vector representation, obtain rich neighborhood knowledge through multi-layer interactive information dissemination, and finally make predictions. We test on public data sets, and experiments show that our method is better than existing baseline methods.
引用
下载
收藏
页码:539 / 546
页数:8
相关论文
共 50 条
  • [1] An Intelligent Recommendation Method for Power Big Data Based on Knowledge Graph
    Zhang, Yiying
    Zhou, Baoxian
    Chen, Xi
    Shang, Jing
    2021 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2021,
  • [2] A movie recommendation method based on knowledge graph and time series
    Zhang, Yiwen
    Zhang, Li
    Dong, Yunchun
    Chu, Jun
    Wang, Xing
    Ying, Zuobin
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2023, 45 (03) : 4715 - 4724
  • [3] Research on Intelligent Recommendation of Electronic Resources Based on Big Data and Knowledge Graphs
    Wei, Xiangli
    Applied Mathematics and Nonlinear Sciences, 2024, 9 (01)
  • [4] Quality-Aware Movie Recommendation System on Big Data
    Tang, Yan
    Li, Mingzheng
    Wang, Wangsong
    Xuan, Pengcheng
    Geng, Kun
    BDCAT'17: PROCEEDINGS OF THE FOURTH IEEE/ACM INTERNATIONAL CONFERENCE ON BIG DATA COMPUTING, APPLICATIONS AND TECHNOLOGIES, 2017, : 273 - 274
  • [5] Personalized intelligent detection and recommendation algorithm system based on big data
    Liao, Li
    INTELLIGENT DECISION TECHNOLOGIES-NETHERLANDS, 2024, 18 (01): : 257 - 271
  • [6] Intelligent Recommendation for Departments Based on Medical Knowledge Graph
    Cui, Zhaojian
    Yuan, Zhenming
    Wu, Yingfei
    Sun, Xiaoyan
    Yu, Kai
    IEEE ACCESS, 2023, 11 : 25372 - 25385
  • [7] Digital Movie Recommendation Algorithm Based on Big Data Platform
    Miao, Guojian
    Gao, Yin
    Zhu, Zhenshen
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [8] Digital Movie Recommendation Algorithm Based on Big Data Platform
    Miao, Guojian
    Gao, Yin
    Zhu, Zhenshen
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2022, 2022
  • [9] Enhancing the Accuracy of Movie Recommendation System Based on Probabilistic Data structure and Graph Database
    Sharma, Ashish
    Batra, Shalini
    2015 Fifth International Conference on Advances in Computing and Communications (ICACC), 2015, : 41 - 45
  • [10] GHRS: Graph-based hybrid recommendation system with application to movie recommendation
    Darban, Zahra Zamanzadeh
    Valipour, Mohammad Hadi
    EXPERT SYSTEMS WITH APPLICATIONS, 2022, 200