Title :
Case study on cluster analysis of the telecom customers based on consumers´ behavior
Author :
Zhang, Tie-jun ; Huang, Xing-hua ; Tang, Jia-fu ; Luo, Xing-gang
Author_Institution :
Dept. of Syst. Eng., Northeastern Univ., Shenyang, China
Abstract :
Customer segmentation is one of important issue in the customer relationship management. It´s the means to cluster customer reasonably and effectively in improving economic efficiency of enterprises. This paper proposes a three dimensional model of customer segmentation based on the perspective of customer behavior and clusters the customer group with Kohonen method. Firstly, customer segmentation model was built according to business experience and verified the rationality of it by factor analysis. Chose the suitable variables to describe these three dimensions; secondly, use the Kohonen clustering algorithm to generate customer types. The clustering results were arranged to the eight quadrants. Describe the characteristics of each cluster groups; Thirdly, Marketing strategy was put forward by understanding the customer characteristics. Finally, a case study of the consumption data of a telecom enterprise in the region of Liaoning is given.
Keywords :
customer relationship management; economics; pattern clustering; telecommunication industry; Kohonen method; cluster analysis; consumers behavior; customer relationship management; customer segmentation; economic efficiency; enterprises; factor analysis; marketing strategy; telecom customers; Business; Correlation; Mobile communication; Neurons; Statistical analysis; Telecommunications; Wireless communication; Cluster Analysis; Consumer behavior; Customer Segmentation; Marketing strategy;
Conference_Titel :
Industrial Engineering and Engineering Management (IE&EM), 2011 IEEE 18Th International Conference on
Conference_Location :
Changchun
Print_ISBN :
978-1-61284-446-6
DOI :
10.1109/ICIEEM.2011.6035407