Some game theoretic marketing attribution models

被引:1
|
作者
Molina, Elisenda [1 ,2 ]
Tejada, Juan [1 ,2 ]
Weiss, Tom [3 ]
机构
[1] Univ Complutense Madrid, Inst Matemat Interdisciplinar, Madrid, Spain
[2] Univ Complutense Madrid, Dept Estat & IO, Madrid, Spain
[3] MarketCast LCC, Los Angeles, CA USA
关键词
Cooperative game theory; Marketing; Multi-channel attribution; Shapley value; Bankruptcy problems; Constrained equal-losses rule; TAXATION PROBLEMS; ALLOCATION RULES; BANKRUPTCY;
D O I
10.1007/s10479-022-04944-5
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
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.
引用
收藏
页码:1043 / 1075
页数:33
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