The empirical study of applying Neuro to escalate marketing performance

被引:0
|
作者
Chen, Tong-Sheng [1 ]
机构
[1] Xiamen Univ, Dept Comp Sci, Xiamen 361005, Peoples R China
关键词
data mining; Rfm; Bayesian classification; Decision Tree Induction; Gini; Neuro;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We develop a F-measure performance evaluation system by combining with RFM criteria and Bayesian classification, Decision Tree Induction, Gini Index, Neuro and by analyzing the factors with recall related and precision. By using this system, more profitable customers can be discovered and less unprofitable customers will be missed. The research collects and analyzes references on promoting buying rate; moreover, it introduces R-F-M (recency, frequency, monetary amount) criteria, brings up the idea of identify each individual customer to promote both the marketing profit and the customer's lifetime value. The result shows that marketing performance derive from Neuro-weighted RFM model has the advantage over traditional RFM model by 27.80%.
引用
收藏
页码:287 / +
页数:2
相关论文
共 50 条
  • [1] The empirical study of applying data mining to escalate marketing performance
    Chiang, TC
    Chen, TS
    ISAS/CITSA 2004: International Conference on Cybernetics and Information Technologies, Systems and Applications and 10th International Conference on Information Systems Analysis and Synthesis, Vol 1, Proceedings: COMMUNICATIONS, INFORMATION TECHNOLOGIES AND COMPUTING, 2004, : 239 - 244
  • [2] The empirical study of applying logistic regression to escalate purchasing power
    Chen, Tong-Sheng
    PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, : 3367 - 3372
  • [3] The Empirical Study about the Influence of Marketing Activities on Financial Performance
    Lu, Hongbing
    Liu, Yang
    2010 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE AND ENGINEERING (MSE 2010), VOL 3, 2010, : 361 - 364
  • [4] The Empirical Analysis of Internet Marketing Performance
    Shan, Liang
    Yang, Lu-Ming
    Wu, Ya-Na
    2016 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND INFORMATION SECURITY (CSIS 2016), 2016, : 768 - 773
  • [5] An Empirical Study on Market Knowledge Competence, Marketing Capabilities, and Organizational Performance
    Zhang Rui
    Wang Ke-yi
    Xia Li-kun
    2008 INTERNATIONAL CONFERENCE ON MANAGEMENT SCIENCE & ENGINEERING (15TH), VOLS I AND II, CONFERENCE PROCEEDINGS, 2008, : 1018 - 1023
  • [6] Marketing standardization within global industries - An empirical study of performance implications
    O'Donnell, S
    Jeong, I
    INTERNATIONAL MARKETING REVIEW, 2000, 17 (01) : 19 - 33
  • [7] Entrepreneurial Marketing and Marketing Strategies of SMEs on Marketing Performance: An Empirical Analysis of Fit
    Astuti, Rifelly Dewi
    Afiff, Adi Zakaria
    Balqiah, Tengku Ezni
    PERTANIKA JOURNAL OF SOCIAL SCIENCE AND HUMANITIES, 2018, 26 : 39 - 53
  • [8] Determinants of marketing performance: empirical study at National Commercial Bank in Jakarta Indonesia
    Limakrisna, Nandan
    Yoserizal, Syahril
    SPRINGERPLUS, 2016, 5
  • [9] MARKETING 5.0: AN EMPIRICAL INVESTIGATION OF ITS PERCEIVED EFFECT ON MARKETING PERFORMANCE
    Alanazi, Tawfeeq Mohammed
    MARKETING AND MANAGEMENT OF INNOVATIONS, 2022, (04): : 55 - 64
  • [10] THE MARKETING AUDIT AND ORGANIZATIONAL PERFORMANCE: AN EMPIRICAL PROFILING
    Taghian, Mehdi
    Shaw, Robin
    JOURNAL OF MARKETING THEORY AND PRACTICE, 2008, 16 (04) : 341 - 349