BIG DATA BASED RETAIL RECOMMENDER SYSTEM OF NON E-COMMERCE

被引:0
|
作者
Sun, Chen [1 ]
Gao, Rong [1 ]
Xi, Hongsheng [1 ]
机构
[1] Univ Sci & Technol China, Dept Automat, Hefei, Peoples R China
关键词
Recommender systems; Collaborative Filtering; Big data; MapReduce; Precision Marketing;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Recommender system, as a means of achieving precision marketing, has been widely used and brought about significant benefits in modern e-commerce systems. However, there is a lack of study on the applying of recommender system to traditional non e-commerce retailing mode. This paper presents a retail recommender model based on collaborative filtering, and designs the corresponding distributed computing algorithm on MapReduce, so as to implement a big data based retail recommender system. The big data mechanism helps the system do scalable data processing easily. Experimental results show that the system is effective for the estimation of retail sales for each store and product. As a result, non e-commerce enterprises could benefit from this novel way of precision marketing supports.
引用
收藏
页数:7
相关论文
共 50 条
  • [21] A FOAF-based framework for e-commerce recommender service system
    Zhao, Yang
    [J]. INTEGRATION AND INNOVATION ORIENT TO E-SOCIETY, VOL 1, 2007, 251 : 635 - 642
  • [22] Recommender Systems in E-Commerce
    Sivapalan, Sanjeevan
    Sadeghian, Alireza
    Rahnama, Hossein
    Madni, Asad M.
    [J]. 2014 WORLD AUTOMATION CONGRESS (WAC): EMERGING TECHNOLOGIES FOR A NEW PARADIGM IN SYSTEM OF SYSTEMS ENGINEERING, 2014,
  • [23] Research on E-Commerce Intelligence Based on IOT and Big Data
    Peng, Zhenlong
    Huang, Youlan
    [J]. FRONTIERS OF MANUFACTURING AND DESIGN SCIENCE IV, PTS 1-5, 2014, 496-500 : 1889 - +
  • [24] E-commerce consumer behavior analysis based on big data
    Lv, Hua
    [J]. JOURNAL OF COMPUTATIONAL METHODS IN SCIENCES AND ENGINEERING, 2023, 23 (02) : 651 - 661
  • [25] Big Data Based E-commerce Search Advertising Recommendation
    Tao, Ming
    Huang, Peican
    Li, Xueqiang
    Ding, Kai
    [J]. CYBERSPACE SAFETY AND SECURITY, PT I, 2020, 11982 : 457 - 466
  • [26] Big Data Analysis of E-commerce Based on the Internet of Things
    Feng, Peilu
    [J]. 2019 INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION, BIG DATA & SMART CITY (ICITBS), 2019, : 345 - 347
  • [27] Big Data Analysis of Reviews on E-commerce Based on Hadoop
    Zu, Qiaohong
    Wu, Jiangming
    [J]. HUMAN CENTERED COMPUTING, HCC 2017, 2018, 10745 : 492 - 502
  • [28] Enterprise E-Commerce Marketing System Based on Big Data Methods of Maintaining Social Relations in the Process of E-Commerce Environmental Commodity
    He, Guihe
    [J]. JOURNAL OF ORGANIZATIONAL AND END USER COMPUTING, 2021, 33 (06)
  • [29] Sequential Pattern Mining for e-Commerce Recommender System
    Trivonanda, Ridho
    Mahendra, Rahmad
    Budi, Indra
    Hidayat, Rani Aulia
    [J]. ICACSIS 2020: 2020 12TH INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE AND INFORMATION SYSTEMS (ICACSIS), 2020, : 393 - 398
  • [30] Recommender system in E-commerce: Research status and prospect
    Su, Yidan
    Wang, Yucai
    [J]. 2005 International Symposium on Computer Science and Technology, Proceedings, 2005, : 522 - 530