Research on the Tendency of Consumer Online Shopping Based on Improved TOPSIS Method

被引:0
|
作者
Ma, Yuekun [1 ]
Liu, Pengfei [1 ]
Huang, Donghuan [1 ]
机构
[1] North China Univ Sci & Technol, Coll Informat Engineer, Tangshan 063009, Peoples R China
来源
关键词
Purchase tendency; Entropy; Fuzzy TOPSIS; Data mining;
D O I
10.1007/978-981-10-0457-5_28
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Analyzing and predicting the tendency of consumers online shopping is the precondition of providing personalized recommendation service, and has attracted more and more attentions. Most of e-commerce platform shave various types of products, and there exists tremendous difference in consumers' occupation, education background and other personalized features. This Paper realizes a TOPSIS Method which is based on entropy and fuzzy numbers. Compared to the traditional TOPSIS method, with the Association Rules mining method of data mining, the improved TOPSIS solves the problem in traditional TOPSIS method which requires manual intervention during execution. In this study, to implement intelligent tendency predicting and analysis of consumers online shopping based on data driven, three steps is carried out. Firstly, the data mining method is leveraged to obtain the fuzzy weights of evaluation indicator through analyzing the electric business transaction data, and then a fuzzy decision-making matrix is established between product and consumer's attribute; finally, a product category sequence which can indicate the tendency of consumer online shopping is established through calculating.
引用
收藏
页码:309 / 322
页数:14
相关论文
共 50 条
  • [41] The Effect of Perceived Benefit on Consumer Based Brand Equity in Online Shopping Context
    Guclu Sozer, Edin
    Civelek, Mustafa Emre
    EGE ACADEMIC REVIEW, 2018, 18 (04) : 711 - 725
  • [42] An Empirical Study of Perceived Quality and Consumer Relationship Quality based on Online Shopping
    Liao, Xia
    Shi, Guicheng
    Shi, Yang
    PROCEEDINGS OF 2017 CHINA MARKETING INTERNATIONAL CONFERENCE: MARKETING STRATEGY IN THE SHARING ECONOMY: LOCALIZATION AND GLOBALIZATION, 2017, : 1061 - 1072
  • [43] Research on Online Consumer Behavior Based on Experience
    Wang, Haiping
    Hu, Zhengming
    2009 IEEE 16TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1 AND 2, PROCEEDINGS, 2009, : 364 - +
  • [44] Research on improved fuzzy TOPSIS method of bridge state assessment
    Yu, Q. H.
    Xiao, R. C.
    Qu, B.
    Jia, L. J.
    MAINTENANCE, MONITORING, SAFETY, RISK AND RESILIENCE OF BRIDGES AND BRIDGE NETWORKS, 2016, : 403 - 403
  • [45] ONLINE SHOPS AND ONLINE SHOPPING FROM THE POINT OF VIEW OF THE SLOVAK CONSUMER
    Gburova, Jaroslava
    Fedorko, Richard
    ECONOMIC AND SOCIAL DEVELOPMENT (ESD 2018): 36TH INTERNATIONAL SCIENTIFIC CONFERENCE ON ECONOMIC AND SOCIAL DEVELOPMENT - "BUILDING RESILIENT SOCIETY", 2018, : 134 - 140
  • [46] ONLINE VS. OFFLINE CONSUMER WAY AND ONLINE SHOPPING BEHAVIOR
    Jilkova, Petra
    Kralova, Petra
    MARKETING IDENTITY: OFFLINE IS THE NEW ONLINE, 2019, : 586 - 603
  • [47] How to shop online: The construct and measurement of consumer competency in online shopping
    Liu, Guofang
    Li, Xiao
    Meng, Qingxuan
    CYBERPSYCHOLOGY-JOURNAL OF PSYCHOSOCIAL RESEARCH ON CYBERSPACE, 2023, 17 (02):
  • [48] The research of comprehensive evaluation based on the TOPSIS method
    Mao, Xiao-Bing
    Research on Organizational Innovation - 2007 Proceedings of International Conference on Enterprise Engineering and Management Innovation, 2007, : 1317 - 1321
  • [49] Factors driving consumer attitude to online shopping hate
    Jamal, Yasir
    Islam, Tahir
    Ghaffar, Abdul
    Sheikh, Altaf Ahmed
    INFORMATION DISCOVERY AND DELIVERY, 2023, 51 (04) : 429 - 442
  • [50] Consumer adoption of online grocery shopping in South Africa
    Musikavanhu, Tichaona B.
    Musakuro, Rhodrick N.
    SOUTH AFRICAN JOURNAL OF INFORMATION MANAGEMENT, 2023, 25 (01):