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基于变异系数的双聚类算法及其在电信客户细分的应用研究

林勤 薛云 杨柏高

计算机应用与软件Issue(2):223-226,306,5.
计算机应用与软件Issue(2):223-226,306,5.DOI:10.3969/j.issn.1000-386x.2016.02.052

基于变异系数的双聚类算法及其在电信客户细分的应用研究

ON VARIATION COEFFICIENT-BASED BICLUSTERING ALGORITHM AND ITS APPLICATION IN TELECOMMUNICATION CUSTOMER SEGMENTATION

林勤 1薛云 2杨柏高2

作者信息

  • 1. 广东医学院信息工程学院 广东 东莞 523808
  • 2. 华南师范大学物理与电信工程学院 广东 广州 510006
  • 折叠

摘要

Abstract

To improve the refinement degree of traditional customer value segmentation method,we proposed the variation coefficient-based biclustering algorithm.The algorithm selects the variation coefficient as the similarity measurement,applies the heuristic greedy strategy,and by the way of iterating the rows’or columns’insertion and deletion,the algorithm mines the customer groups with similar local consuming behaviours from their consumption records.Taking the telecommunication customers segmentation in a certain Telecom as the example,we compared the performances of the proposed algorithm with k-means clustering algorithm.Experimental result indicated that the proposed algorithm has better ability of customer segmentation and stronger interpretable ability on customer behaviours.Therefore,it is more conducive to guiding the enterprises to develop differentiated marketing strategies.

关键词

变异系数/客户细分/差异化营销/双聚类/K 均值

Key words

Variation coefficient/Customer segmentation/Differentiated marketing/Biclustering/K-means

分类

信息技术与安全科学

引用本文复制引用

林勤,薛云,杨柏高..基于变异系数的双聚类算法及其在电信客户细分的应用研究[J].计算机应用与软件,2016,(2):223-226,306,5.

基金项目

国家自然科学基金项目(71102146);广东医学院面上基金项目(XK1330);广东医学院青年基金项目(XQ1224)。 ()

计算机应用与软件

OACSTPCD

1000-386X

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