现代电子技术
現代電子技術
현대전자기술
MODERN ELECTRONICS TECHNIQUE
2014年
2期
91-94
,共4页
宋才华%蓝源娟%范婷%翟鸿荣%李滨涛
宋纔華%藍源娟%範婷%翟鴻榮%李濱濤
송재화%람원연%범정%적홍영%리빈도
客户细分%聚类%决策树%差异化服务
客戶細分%聚類%決策樹%差異化服務
객호세분%취류%결책수%차이화복무
customer segmentation%clustering%decision tree%differentiated service
通过客户细分,可以帮助电网公司更为准确地掌握用电客户差异化服务的业务需求,协助提供符合实际需要的主动服务,最终取得提升客户用电体验满意度和降低电网公司服务成本的成效。从电网公司用电客户细分现状与应用需求出发,结合广东电网客户细分的各类应用场景,提出了基于客户价值区间的客户细分、K-Means聚类客户细分与基于决策树的客户细分三种细分模型,研究并创新性构建了细分模型从目标群体选择、细分模型层级管理到细分结果的深度分析总结三步客户细分机制,为电网公司个性化优质服务策略的制定奠定了基础。
通過客戶細分,可以幫助電網公司更為準確地掌握用電客戶差異化服務的業務需求,協助提供符閤實際需要的主動服務,最終取得提升客戶用電體驗滿意度和降低電網公司服務成本的成效。從電網公司用電客戶細分現狀與應用需求齣髮,結閤廣東電網客戶細分的各類應用場景,提齣瞭基于客戶價值區間的客戶細分、K-Means聚類客戶細分與基于決策樹的客戶細分三種細分模型,研究併創新性構建瞭細分模型從目標群體選擇、細分模型層級管理到細分結果的深度分析總結三步客戶細分機製,為電網公司箇性化優質服務策略的製定奠定瞭基礎。
통과객호세분,가이방조전망공사경위준학지장악용전객호차이화복무적업무수구,협조제공부합실제수요적주동복무,최종취득제승객호용전체험만의도화강저전망공사복무성본적성효。종전망공사용전객호세분현상여응용수구출발,결합엄동전망객호세분적각류응용장경,제출료기우객호개치구간적객호세분、K-Means취류객호세분여기우결책수적객호세분삼충세분모형,연구병창신성구건료세분모형종목표군체선택、세분모형층급관리도세분결과적심도분석총결삼보객호세분궤제,위전망공사개성화우질복무책략적제정전정료기출。
The customer segmentation can help power grid companies to grasp business needs of the differentiated services for customers more accurately,provide the active service for the customers according to the actual needs,ultimately improve satisfaction of the electric customers and reduce service cost effectively. Proceeding from the electricity enterprise customer seg-mentation situation and application requirements,three customer segmentation models(model based on customer value range,K-Means clustering model of customer segmentation and model based on decision tree) are put forward on the basis of combina-tion of various scenarios of Guangdong Power Grid customer segmentation. A three-step customer segmentation mechanism of tar-get group selection,segmentation model hierarchical management and depth analysis of the segmentation results was built, which laid the foundation for the policy formulation of the personalized first-rate services from power grid companies.