Design and Implementation of Recommender System Based on Hadoop

被引:0
|
作者
Wang, Qing [1 ]
机构
[1] Univ Elect Sci & Technol China, Res Inst Elect Sci & Technol, Chengdu, Peoples R China
关键词
recommender system; recommendation algorithm; hadoop; MapReduce;
D O I
暂无
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Recommender system is to establish the relationship between the user and the information products, to use the existing selection habits and the similarity of each user's potential interest in the object, and then personalized recommendation, It is one of the effective ways to solve the information overload in the Internet age. But in practical application, because of the large number of products and the number of users, the traditional recommendation system is usually run on the single machine, which has been far from meeting the needs of such big data. In this paper, we design and implement a network recommendation algorithm based on Hadoop platform, which is based on the theory of Hadoop and Map/Reduce programming.
引用
收藏
页码:295 / 299
页数:5
相关论文
共 50 条
  • [1] SRSH: A Social recommender system based on Hadoop
    He, Chaobo
    Tang, Yong
    Yang, Zhenxiong
    Zheng, Kai
    Chen, Guohua
    International Journal of Multimedia and Ubiquitous Engineering, 2014, 9 (06): : 141 - 152
  • [2] A Recommender System for Library Based on Hadoop Ecosystem
    Lee, Zne-Jung
    Hu, Ping-Kun
    Lee, Chou-Yuan
    3RD INTERNATIONAL CONFERENCE ON MATERIALS SCIENCE AND MECHANICAL ENGINEERING, (ICMSME 2016), 2016, : 85 - 89
  • [3] Design of Friend Recommender System Using Apache Hadoop
    Nagpal, Lakshay
    Khurana, Nikhil
    2017 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT TECHNIQUES IN CONTROL, OPTIMIZATION AND SIGNAL PROCESSING (INCOS), 2017,
  • [4] Design and Implementation of Digital Library Retrieval System Based on Hadoop
    Wang, Daying
    PROCEEDINGS OF THE 2017 3RD INTERNATIONAL CONFERENCE ON SOCIAL SCIENCE AND HIGHER EDUCATION, 2017, 99 : 299 - 302
  • [5] Design and Implementation of Movie Recommender System Based on Graph Database
    Yi, Ningning
    Li, Chunfang
    Feng, Xin
    Shi, Minyong
    2017 14TH WEB INFORMATION SYSTEMS AND APPLICATIONS CONFERENCE (WISA 2017), 2017, : 132 - 135
  • [6] Design and Implementation of a Hybrid Recommender System Based on Apache Spark
    Shi Yongjie
    Grigorev, Stanislav V.
    2022 11TH INTERNATIONAL CONFERENCE ON INFORMATION COMMUNICATION AND APPLICATIONS, ICICA, 2022, : 45 - 49
  • [7] Design and Implementation of an Intelligent System for Tourist Routes Recommendation Based on Hadoop
    Chen, Xi
    Zhou, Liqing
    PROCEEDINGS OF 2015 6TH IEEE INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING AND SERVICE SCIENCE, 2015, : 774 - 778
  • [8] digital library recommender system on Hadoop
    Ismail, Ahmed Slama
    Al-Feel, Haytham
    2015 IEEE 4TH SYMPOSIUM ON NETWORK CLOUD COMPUTING AND APPLICATIONS - NCCA 2015, 2015, : 111 - 114
  • [9] Design and Implementation of the Cross-Harmonic Recommender System Based on Spark
    Huang Jie
    Liu ChangSheng
    Liu ChengLi
    ADVANCED HYBRID INFORMATION PROCESSING, ADHIP 2019, PT II, 2019, 302 : 461 - 474
  • [10] Design and implementation of clinical data integration and management system based on Hadoop platform
    Lyu, Dao-ming
    Tian, Yu
    Wang, Yu
    Tong, Dan-yang
    Yin, Wei-wei
    Li, Jing-song
    2015 7TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY IN MEDICINE AND EDUCATION (ITME), 2015, : 76 - 79