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 :
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