The Gamma/Weibull Customer Lifetime Model

被引:1
作者
Ye, Gen [1 ]
Wang, Songjian [1 ]
机构
[1] Yunnan Univ, Key Lab Stat Modeling & Data Anal Yunnan Prov, Kunming 650091, Yunnan, Peoples R China
基金
中国国家自然科学基金;
关键词
Customer lifetime; Gamma distribution; Negative binomial distribution; Purchase history; Weibull distribution; WEIBULL DISTRIBUTION; SURVIVAL; DEATH;
D O I
10.1007/s40304-018-0137-x
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper proposes a new customer lifetime model: the Gamma/Weibull distribution (G/W). Similar to the Pareto/NBD model, we propose a G/W/NBD model by combining the G/W distribution with a negative binomial distribution (NBD) and study its properties such as (i) the probability that a customer to be alive at a time point; (ii) the expectation and variance of the number of transactions for a customer during a fixed time period; (iii) the conditional expectation and conditional variance of the number of future transactions for a customer during a fixed time period. Several simulation studies are conducted to investigate the forecasting accuracy and flexibility of the proposed model. A CDNOW data set is analyzed by the proposed model.
引用
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页码:33 / 59
页数:27
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