Research on Application of Data Mining to Sales of Goods in Chain Retail Supermarkets

被引:0
|
作者
Weng, Ming-Yi [1 ]
Kao, Ching-Yun [1 ]
Cheng, Pei-Chun [1 ]
Hsiao, Chia-Wen [1 ]
Chen, Jeanne [1 ]
Chen, Tung-Shou [1 ]
机构
[1] Natl Taichung Inst Technol, Grad Sch Comp Sci & Informat Technol, Taichung 404, Taiwan
关键词
chain supermarket; data mining; market basket analysis; correlation rule; OLAP;
D O I
暂无
中图分类号
F [经济];
学科分类号
02 ;
摘要
Due to the rise in diversity of consumers' needs in recent years, sales of goods have become customer-oriented rather than supply-oriented. Salesmen need to be sharp and sensitive to changes in consumer behaviors in the marketplace so that they can rather quickly rearrange display of products and selections of items on promotion in order to have the edge in decision making. In this paper, data were collected starting from November 2007 which amounts to 3.4 million records. The proposed method involved integrating data mining with OLAP to find the key correlation in data dimensions and apply them to the chain super-markets. The same conditions were used to query data which were compared with results from different locations. Results showed considerable differences for different locations. For example, in Tianmu, Taipei (a tourist paradise), high correlation is shown with leisure goods. On the other hand, in Yunlin, south Taiwan (country life), reflected high correlation with daily necessities and foods. Multi-dimension market basket analysis method can analyze the sales correlation of multi-dimensions such as time, customers and products in a supermarket. It also provides salesmen with consumer behaviors or habit information in different areas. Therefore, salesmen can plan the marketing strategy and combination of items for a local area to increase sale revenues..
引用
收藏
页码:435 / 438
页数:4
相关论文
共 50 条
  • [1] Research on Retail Sales Management System Based on Data Mining Technology
    Wei, Tong
    Peng, Gong
    [J]. PERVASIVE COMPUTING AND THE NETWORKED WORLD, 2014, 8351 : 586 - +
  • [2] Retail sales: A study of pricing behavior in supermarkets
    Pesendorfer, M
    [J]. JOURNAL OF BUSINESS, 2002, 75 (01): : 33 - 66
  • [3] Business Intelligence and Data Mining to Support Sales in Retail
    Castelo-Branco, Francisca
    Reis, Jose Luis
    Vieira, Jose Carvalho
    Cayolla, Ricardo
    [J]. MARKETING AND SMART TECHNOLOGIES, ICMARKTECH 2019, 2020, 167 : 406 - 419
  • [4] Exposure to sales flyers and increased purchases in retail supermarkets
    Burton, S
    Lichtenstein, DR
    Netemeyer, RG
    [J]. JOURNAL OF ADVERTISING RESEARCH, 1999, 39 (05) : 7 - 14
  • [5] Research on the Application of Multimedia Entropy Method in Data Mining of Retail Business
    Li, Ting
    Zhang, Can
    [J]. SCIENTIFIC PROGRAMMING, 2022, 2022
  • [6] The Influence of Culture on Retail Sales Promotion Use in Chinese Supermarkets
    McNeill, Lisa S.
    [J]. AUSTRALASIAN MARKETING JOURNAL, 2006, 14 (02): : 34 - 46
  • [7] Research and Application of Association Rules Methods in Data Mining For Commercial Sales Analysis
    Han Bing
    Li Ye-bai
    [J]. 2009 INTERNATIONAL CONFERENCE ON NETWORKING AND DIGITAL SOCIETY, VOL 1, PROCEEDINGS, 2009, : 183 - 185
  • [8] Time Series Data Mining: A Retail Application
    Hebert, Daniel
    Anderson, Billie
    Olinsky, Alan
    Hardin, J. Michael
    [J]. INTERNATIONAL JOURNAL OF BUSINESS ANALYTICS, 2014, 1 (04) : 51 - 68
  • [9] Retail sales of consumer goods:>RMB 10 trln
    Xinhua
    [J]. China's Foreign Trade, 2008, (Z3) : 8 - 8
  • [10] Analysis and Simulation of Sales Receipt Data in Supermarkets
    Schwenke, Clemens
    Vasyutynskyy, Volodymyr
    Kabitzsch, Klaus
    [J]. 2011 IEEE 16TH CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION (ETFA), 2011,