Research and Application of Improved Apriori Algorithm to Electronic Commerce

被引:4
|
作者
Yang, Shuo [1 ]
机构
[1] Dalian Jiaotong Univ, Coll Comp Sci & Technol, Dalian, Peoples R China
关键词
electronic commerce; association rule; apriori algorithm; frequent itemset;
D O I
10.1109/DCABES.2012.51
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In order to analyze the shopping habits of consumers and more accurately mine the characteristics of consumption, we hereby have proposed and proved Theorem 1-3 to improve the classical Apriori algorithm, resulting in the reduction of database access. We improved the efficiency in the frequent-itemsets-based establishment of strong association rule. With this new design we fulfilled the timely recommendation of related products to customers, reflecting the principle of personalized service in e-shopping.
引用
收藏
页码:227 / 231
页数:5
相关论文
共 50 条
  • [41] APPLICATION OF IMPROVED APRIORI ALGORITHM IN INNOVATION AND ENTREPRENEURSHIP ENGINEERING EDUCATION PLATFORM
    Wu, Xuanyuan
    Xiao, Yi
    Liu, Anhua
    SCALABLE COMPUTING-PRACTICE AND EXPERIENCE, 2023, 24 (03): : 609 - 620
  • [42] Packet Signature Mining for Application Identification Using an Improved Apriori Algorithm
    Tao, Linhui
    Liu, Guangjie
    Liu, Weiwei
    Dai, Yuewei
    PROCEEDINGS OF 2015 IEEE INTERNATIONAL CONFERENCE ON PROGRESS IN INFORMATCS AND COMPUTING (IEEE PIC), 2015, : 633 - 637
  • [43] The application of improved association rules data mining algorithm Apriori in CRM
    Gong, Peng
    Yang, Chi
    Li, Hui
    Kou, Weili
    2007 2ND INTERNATIONAL CONFERENCE ON PERVASIVE COMPUTING AND APPLICATIONS, VOLS 1 AND 2, 2007, : 52 - +
  • [44] The Tuple Structure Improvement Research on Rule Matching Algorithm Rete in Electronic Commerce Application Systems
    Wang, Dongyun
    Ren, Zhijun
    Na, Ri
    Zhou, Jihong
    SEVENTH WUHAN INTERNATIONAL CONFERENCE ON E-BUSINESS, VOLS I-III: UNLOCKING THE FULL POTENTIAL OF GLOBAL TECHNOLOGY, 2008, : 695 - 700
  • [45] Research on the Application of Data Mining in the Field of Electronic Commerce
    Song, Xia
    Huang, Fang
    FUZZY SYSTEMS AND DATA MINING II, 2016, 293 : 65 - 70
  • [46] Research on application of dynamic security model in electronic commerce
    Tong, Xiaojun
    Cui, Minggen
    Wang, Jie
    DCABES 2007 PROCEEDINGS, VOLS I AND II, 2007, : 499 - 503
  • [47] Application research of Electronic Commerce Modeling Language (ECML)
    Chen, TM
    Jiang, J
    Cai, JM
    THIRD INTERNATIONAL CONFERENCE ON ELECTRONIC COMMERCE ENGINEERING: DIGITAL ENTERPRISES AND NONTRADITIONAL INDUSTRIALIZATION, 2003, : 262 - 264
  • [48] Application and research of web usage mining on electronic commerce
    School of Computer Science and Engineering, Xi'an University of Technology, Xi'an 710048, China
    Jisuanji Gongcheng, 2006, 7 (58-60):
  • [49] Research and Improvement of Apriori Algorithm
    Du, Jiaoling
    Zhang, Xiangli
    Zhang, Hongmei
    Chen, Lei
    2016 SIXTH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND TECHNOLOGY (ICIST), 2016, : 117 - 121
  • [50] IMPLEMENTATION OF IMPROVED APRIORI ALGORITHM IN INTERNAL
    Kumar, Vijay
    Gopal, Veni Devi
    IIOAB JOURNAL, 2016, 7 (09) : 97 - 105