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
相关论文
共 50 条
  • [1] Some game theoretic marketing attribution models
    Elisenda Molina
    Juan Tejada
    Tom Weiss
    [J]. Annals of Operations Research, 2022, 318 : 1043 - 1075
  • [2] Attribution IQ: Scalable Game Theoretic Attribution in Web Analytics
    Sinha, Ritwik
    Andrus, Ivan
    Paulsen, Trevor
    [J]. CIKM '20: PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT, 2020, : 3461 - 3464
  • [3] ON THE EMPIRICAL IMPLEMENTATION OF SOME GAME THEORETIC MODELS OF HOUSEHOLD LABOR SUPPLY
    KOOREMAN, P
    KAPTEYN, A
    [J]. JOURNAL OF HUMAN RESOURCES, 1990, 25 (04) : 584 - 598
  • [4] To pay or not: game theoretic models of ransomware
    Cartwright, Edward
    Castro, Julio Hernandez
    Cartwright, Anna
    [J]. JOURNAL OF CYBERSECURITY, 2019, 5 (01):
  • [5] On game-theoretic models of networks
    Bodlaender, HL
    Dinneen, MJ
    Khoussainov, B
    [J]. ALGORITHMS AND COMPUTATION, PROCEEDINGS, 2001, 2223 : 550 - 561
  • [6] GAME THEORETIC MODELS AND RESPECT FOR OWNERSHIP
    ARCHER, J
    [J]. BEHAVIORAL AND BRAIN SCIENCES, 1986, 9 (04) : 740 - 741
  • [7] Game Theoretic Models of Enterprises Financing
    Liang, Tong
    Tang, Wansheng
    [J]. INTERNATIONAL JOINT CONFERENCE ON COMPUTATIONAL SCIENCES AND OPTIMIZATION, VOL 2, PROCEEDINGS, 2009, : 808 - 811
  • [8] SOME GAME-THEORETIC PROBLEMS
    RATNER, LT
    [J]. AMERICAN MATHEMATICAL MONTHLY, 1967, 74 (07): : 902 - &
  • [9] Game theoretic models for detecting network intrusions
    Otrok, Hadi
    Mehrandish, Mona
    Assi, Chadi
    Debbabi, Mourad
    Bhattacharya, Prabir
    [J]. COMPUTER COMMUNICATIONS, 2008, 31 (10) : 1934 - 1944
  • [10] Game Theoretic Models for Personalized Recommendation System
    Yang, Atiao
    Tang, Yong
    Wang, Jiangbin
    Zhao, Yuan
    [J]. HUMAN CENTERED COMPUTING, HCC 2014, 2015, 8944 : 784 - 790