Shapley Value: its algorithms and application to supply chains

Introduction: Coalitional game theorists have studied the coalition structure and the payoff schemes attributed to such coalition. With respect to the payoff value, there are number ways of obtaining to “best” distribution of the value of the game. The solution concept or payoff value distribution t...

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Main Authors: Daniela C. Landinez-Lamadrid, Diana G. Ramirez-Ríos, Dionicio Neira Rodado, Kevin Parra Negrete, Johana Patricia Combita Niño
Format: Article
Language:English
Published: Universidad de la Costa 2017-01-01
Series:Inge-Cuc
Subjects:
Online Access:http://revistascientificas.cuc.edu.co/index.php/ingecuc/article/view/1495
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spelling doaj-d907df2a5b3a49308d47e38380b5ea862020-11-24T23:15:54ZengUniversidad de la CostaInge-Cuc0122-65172382-47002017-01-01131616910.17981/ingecuc.13.1.2017.06Shapley Value: its algorithms and application to supply chains Daniela C. Landinez-Lamadrid0Diana G. Ramirez-Ríos1Dionicio Neira Rodado2Kevin Parra Negrete3Johana Patricia Combita Niño4Fundación Centro de Investigación en Modelación Empresarial del Caribe. Barranquilla (Colombia)Rensselaer Polytechnic Institute. New York (Estados Unidos)Universidad de la Costa. Barranquilla (Colombia)Universidad de la Costa. Barranquilla (Colombia)Universidad de la Costa. Barranquilla (Colombia)Introduction: Coalitional game theorists have studied the coalition structure and the payoff schemes attributed to such coalition. With respect to the payoff value, there are number ways of obtaining to “best” distribution of the value of the game. The solution concept or payoff value distribution that is canonically held to fairly dividing a coalition’s value is called the Shapley Value. It is probably the most important regulatory payoff scheme in coalition games. The reason the Shapley value has been the focus of so much interest is that it represents a distinct approach to the problems of complex strategic interaction that game theory tries to solve. Objective: This study aims to do a brief literature review of the application of Shapley Value for solving problems in different cooperation fields and the importance of studying existing methods to facilitate their calculation. This review is focused on the algorithmic view of cooperative game theory with a special emphasis on supply chains. Additionally, an algorithm for the calculation of the Shapley Value is proposed and numerical examples are used in order to validate the proposed algorithm. Methodology: First of all, the algorithms used to calculate Shapley value were identified. The element forming a supply chain were also identified. The cooperation between the members of the supply chain ways is simulated and the Shapley Value is calculated using the proposed algorithm in order to check its applicability. Results and Conclusions: The algorithmic approach introduced in this paper does not wish to belittle the contributions made so far but intends to provide a straightforward solution for decision problems that involve supply chains. An efficient and feasible way of calculating the Shapley Value when player structures are known beforehand provides the advantage of reducing the amount of effort in calculating all possible coalition structures prior to the Shapley.http://revistascientificas.cuc.edu.co/index.php/ingecuc/article/view/1495Cooperative gamesShapley valueSupply chaincompetitivenesscluster
collection DOAJ
language English
format Article
sources DOAJ
author Daniela C. Landinez-Lamadrid
Diana G. Ramirez-Ríos
Dionicio Neira Rodado
Kevin Parra Negrete
Johana Patricia Combita Niño
spellingShingle Daniela C. Landinez-Lamadrid
Diana G. Ramirez-Ríos
Dionicio Neira Rodado
Kevin Parra Negrete
Johana Patricia Combita Niño
Shapley Value: its algorithms and application to supply chains
Inge-Cuc
Cooperative games
Shapley value
Supply chain
competitiveness
cluster
author_facet Daniela C. Landinez-Lamadrid
Diana G. Ramirez-Ríos
Dionicio Neira Rodado
Kevin Parra Negrete
Johana Patricia Combita Niño
author_sort Daniela C. Landinez-Lamadrid
title Shapley Value: its algorithms and application to supply chains
title_short Shapley Value: its algorithms and application to supply chains
title_full Shapley Value: its algorithms and application to supply chains
title_fullStr Shapley Value: its algorithms and application to supply chains
title_full_unstemmed Shapley Value: its algorithms and application to supply chains
title_sort shapley value: its algorithms and application to supply chains
publisher Universidad de la Costa
series Inge-Cuc
issn 0122-6517
2382-4700
publishDate 2017-01-01
description Introduction: Coalitional game theorists have studied the coalition structure and the payoff schemes attributed to such coalition. With respect to the payoff value, there are number ways of obtaining to “best” distribution of the value of the game. The solution concept or payoff value distribution that is canonically held to fairly dividing a coalition’s value is called the Shapley Value. It is probably the most important regulatory payoff scheme in coalition games. The reason the Shapley value has been the focus of so much interest is that it represents a distinct approach to the problems of complex strategic interaction that game theory tries to solve. Objective: This study aims to do a brief literature review of the application of Shapley Value for solving problems in different cooperation fields and the importance of studying existing methods to facilitate their calculation. This review is focused on the algorithmic view of cooperative game theory with a special emphasis on supply chains. Additionally, an algorithm for the calculation of the Shapley Value is proposed and numerical examples are used in order to validate the proposed algorithm. Methodology: First of all, the algorithms used to calculate Shapley value were identified. The element forming a supply chain were also identified. The cooperation between the members of the supply chain ways is simulated and the Shapley Value is calculated using the proposed algorithm in order to check its applicability. Results and Conclusions: The algorithmic approach introduced in this paper does not wish to belittle the contributions made so far but intends to provide a straightforward solution for decision problems that involve supply chains. An efficient and feasible way of calculating the Shapley Value when player structures are known beforehand provides the advantage of reducing the amount of effort in calculating all possible coalition structures prior to the Shapley.
topic Cooperative games
Shapley value
Supply chain
competitiveness
cluster
url http://revistascientificas.cuc.edu.co/index.php/ingecuc/article/view/1495
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