Some game theoretic marketing attribution models

被引:0
作者
Elisenda Molina
Juan Tejada
Tom Weiss
机构
[1] Universidad Complutense de Madrid,Instituto de Matemática Interdisciplinar and Depto. Estadística e I.O.
[2] MarketCast LCC,undefined
来源
Annals of Operations Research | 2022年 / 318卷
关键词
Cooperative game theory; Marketing; Multi-channel attribution; Shapley value; Bankruptcy problems; Constrained equal-losses rule;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, we propose and analyse two game theoretic approaches to design attribution mechanisms for multi-channel marketing campaigns. Both approaches are based on a key performance index function that provides the benefit obtained in each of the observed paths to conversion. The first approach considers the problem as a cooperative transferable utility game, and the proposed attribution mechanisms are based on the Shapley value. The second approach models the problem as a bankruptcy problem and the proposed attribution mechanism is based on the constrained equal-losses rule. We also extend the above approaches to deal with the cases in which the position or the repetition of the channels on the paths to conversion are taken into account.
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页码:1043 / 1075
页数:32
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