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Physical Sciences and Mathematics Commons

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Theses/Dissertations

Statistics and Probability

2006

Theses & Dissertations

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Customer Lifetime Value : An Integrated Data Mining Approach, Chen Xu Aug 2006

Customer Lifetime Value : An Integrated Data Mining Approach, Chen Xu

Theses & Dissertations

Customer Lifetime Value (CLV) ---which is a measure of the profit generating potential, or value, of a customer---is increasingly being considered a touchstone for customer relationship management. As the guide and benchmark for Customer Relationship Management (CRM) applications, CLV analysis has received increasing attention from both the marketing practitioners and researchers from different domains. Furthermore, the central challenge in predicting CLV is the precise calculation of customer’s length of service (LOS). There are several statistical approaches for this problem and several researchers have used these approaches to perform survival analysis in different domains. However, classical survival analysis techniques like Kaplan-Meier …