DocumentCode
3178677
Title
Application of SOM Neural Network in Customer Segmentation Model in Coal Enterprises
Author
Zhiming, Zhao ; Yingying, Jin
Author_Institution
Manage. Inst., China Univ. of Min. & Technol., Beijing, China
Volume
3
fYear
2009
fDate
25-27 Dec. 2009
Firstpage
451
Lastpage
454
Abstract
This paper presents a customer segmentation model in coal enterprises based on SOM neural network. The index system in this model is designed into seven indexes according to the customer lifetime value and behavior character. Then it is divided into six sections to calculate much data in database of information system based on the SOM neural network. After completing the quantification and standardization of customers index values, the third section explores network structure design and the learning parameters configure. The forth section discusses how to gain multiple customer clusters from trained sample data by using MATLAB. The final two sections describe the evaluation of each customer cluster and analysis the results of customer segmentation. At the end, we illustrated whole the model with a case and conclude how to make new marketing strategy from the result.
Keywords
consumer behaviour; customer relationship management; mathematics computing; mining industry; self-organising feature maps; Matlab; SOM neural network; coal enterprises; customer behavior character; customer lifetime value; customer segmentation model; marketing; Application software; Computer applications; Computer network management; Computer networks; Marketing management; Mathematical model; Neural networks; Rails; Stability; Technology management;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Science-Technology and Applications, 2009. IFCSTA '09. International Forum on
Conference_Location
Chongqing
Print_ISBN
978-0-7695-3930-0
Electronic_ISBN
978-1-4244-5423-5
Type
conf
DOI
10.1109/IFCSTA.2009.350
Filename
5384924
Link To Document