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Shapley Value

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Game Theory and Business Decisions

Definition

The Shapley Value is a concept in cooperative game theory that assigns a fair distribution of payoffs to players based on their contributions to the total value created by a coalition. It emphasizes the importance of individual contributions and ensures that each player receives compensation that reflects their marginal contribution to the overall success of the group. This approach is particularly useful in scenarios where cooperation among multiple parties is necessary, highlighting fairness and efficiency in resource allocation.

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5 Must Know Facts For Your Next Test

  1. The Shapley Value was developed by Lloyd Shapley in 1953 and is derived from the axiomatic approach to fairly distributing payoffs among players in a cooperative game.
  2. It takes into account all possible permutations of players joining coalitions, allowing for a comprehensive assessment of each player's contribution.
  3. The Shapley Value is particularly valuable in negotiations and partnerships, as it provides a clear and quantifiable method for distributing gains from cooperation.
  4. It satisfies several important properties, including efficiency (the total payoff is fully distributed), symmetry (players contributing equally receive equal payoffs), and dummy player (players who do not contribute receive nothing).
  5. In practical applications, the Shapley Value can be used in various fields such as economics, political science, and resource allocation, illustrating its versatility across different scenarios.

Review Questions

  • How does the Shapley Value ensure fair compensation among players in a coalition?
    • The Shapley Value ensures fair compensation by considering each player's marginal contribution to the total value created by the coalition. It evaluates all possible ways players can join the coalition and calculates how much value each player adds. By doing so, it provides a distribution of payoffs that reflects both individual efforts and the overall success of the group, promoting fairness and equity in resource sharing.
  • Discuss how the concepts of the Core and Shapley Value relate to each other in cooperative game theory.
    • Both the Core and Shapley Value aim to distribute payoffs fairly among players in a cooperative game, but they approach this goal differently. The Core focuses on ensuring that no subgroup of players would benefit by breaking away from the larger coalition, maintaining stability within groups. In contrast, the Shapley Value provides an exact distribution based on individual contributions regardless of coalition stability. While they may yield different outcomes, both concepts underscore the importance of fairness and efficiency in cooperative arrangements.
  • Evaluate the implications of using the Shapley Value for resource allocation in multi-party negotiations. How might it influence outcomes?
    • Using the Shapley Value for resource allocation in multi-party negotiations can significantly influence outcomes by promoting transparent and equitable distributions based on contributions. It encourages all parties to accurately assess their input to negotiations, knowing they will receive fair compensation aligned with their contributions. This can lead to more productive negotiations as parties are more likely to cooperate when they trust that their efforts will be recognized appropriately, potentially resulting in more stable agreements and long-term partnerships.
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