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Lloyd Shapley's cooperative value allocation theory stands as a central concept in game theory, extensively utilized across various domains to distribute resources, evaluate individual contributions, and ensure fairness. The Shapley value…

概率论 · 数学 2024-08-23 Tongseok Lim

One of the long-debated issues in coalitional game theory is how to extend the Shapley value to games with externalities (partition-function games). When externalities are present, not only can a player's marginal contribution - a central…

计算机科学与博弈论 · 计算机科学 2013-08-29 Oskar Skibski , Tomasz P. Michalak , Michael Wooldridge

The Shapley value is one of the most important solution concepts in cooperative game theory. In coalitional games without externalities, it allows to compute a unique payoff division that meets certain desirable fairness axioms. However, in…

计算机科学与博弈论 · 计算机科学 2015-03-19 Oskar Skibski

We show that a cooperative game may be decomposed into a sum of component games, one for each player, using the combinatorial Hodge decomposition on a graph. This decomposition is shown to satisfy certain efficiency, null-player, symmetry,…

计算机科学与博弈论 · 计算机科学 2019-03-28 Ari Stern , Alexander Tettenhorst

This paper generalizes L.S. Shapley's celebrated value allocation theory on coalition games by discovering and applying a fundamental connection between stochastic path integration driven by canonical time-reversible Markov chains and…

概率论 · 数学 2022-01-04 Tongseok Lim

Shapley value is a concept in cooperative game theory for measuring the contribution of each participant, which was named in honor of Lloyd Shapley. Shapley value has been recently applied in data marketplaces for compensation allocation…

机器学习 · 计算机科学 2020-03-24 Jinfei Liu

As data emerges as a vital driver of technological and economic advancements, a key challenge is accurately quantifying its value in algorithmic decision-making. The Shapley value, a well-established concept from cooperative game theory,…

计算机科学与博弈论 · 计算机科学 2025-11-20 Xi Zheng , Xiangyu Chang , Ruoxi Jia , Yong Tan

The Shapley value provides a principled framework for fairly distributing rewards among participants according to their individual contributions. While prior work has applied this concept to data valuation in machine learning, existing…

计算机科学与博弈论 · 计算机科学 2026-01-22 Zhuofan Jia , Jian Pei

This study introduces the \emph{edge-based Shapley value}, a novel allocation rule within cooperative game theory, specifically tailored for networked systems, where value is generated through interactions represented by edges. Traditional…

计算机科学与博弈论 · 计算机科学 2025-07-17 Taiki Yamada , Taisuke Matsubae , Tomoya Akamatsu

We investigate the application of the Shapley value to quantifying the contribution of a tuple to a query answer. The Shapley value is a widely known numerical measure in cooperative game theory and in many applications of game theory for…

数据库 · 计算机科学 2023-06-22 Ester Livshits , Leopoldo Bertossi , Benny Kimelfeld , Moshe Sebag

We study a class of probabilistic cooperative games which can be treated as an extension of the classical cooperative games with transferable utilities. The coalitions have an exogenous probability of being realized. This probability…

理论经济学 · 经济学 2023-08-08 Surajit Borkotokey , Sujata Gowala , Rajnish Kumar

Cohort Shapley value is a model-free method of variable importance grounded in game theory that does not use any unobserved and potentially impossible feature combinations. We use it to evaluate algorithmic fairness, using the well known…

机器学习 · 计算机科学 2021-05-20 Masayoshi Mase , Art B. Owen , Benjamin B. Seiler

The Shapley value has become popular in the Explainable AI (XAI) literature, thanks, to a large extent, to a solid theoretical foundation, including four "favourable and fair" axioms for attribution in transferable utility games. The…

机器学习 · 计算机科学 2021-02-23 Daniel Fryer , Inga Strümke , Hien Nguyen

In this article, we provide an axiomatic characterization of feature attribution for multi-output predictors within the Shapley framework. While SHAP explanations are routinely computed independently for each output coordinate, the…

We show that any cooperative game can be represented by an assignment of costly facilities to players, in which it is intuitively obvious how to allocate the total cost in an equitable manner. This equitable solution turns out to be the…

理论经济学 · 经济学 2024-01-19 Pradeep Dubey

Following the work of Lloyd Shapley on the Shapley value, and tangentially the work of Guillermo Owen, we offer an alternative non-probabilistic formulation of part of the work of Robert J. Weber in his 1978 paper "Probabilistic values for…

理论经济学 · 经济学 2019-05-13 Jacob North Clark , Stephen Montgomery-Smith

The Shapley value equals a player's contribution to the potential of a game. The potential is a most natural one-number summary of a game, which can be computed as the expected accumulated worth of a random partition of the players. This…

理论经济学 · 经济学 2024-07-23 André Casajus , Yukihiko Funaki , Frank Huettner

We extend the coopetition index introduced by Aleandri and Dall'Aglio (2025) for simple games to the broader class of monotone transferable utility (TU) games and to all non-empty coalitions, including singletons. The new formulation allows…

计算机科学与博弈论 · 计算机科学 2025-11-20 Michele Aleandri , Marco Dall'Aglio

We consider manipulations in the context of coalitional games, where a coalition aims to increase the total payoff of its members. An allocation rule is immune to coalitional manipulation if no coalition can benefit from internal…

理论经济学 · 经济学 2023-11-01 Christian Basteck , Frank Huettner

The Shapley value is commonly illustrated by roll call votes in which players support or reject a proposal in sequence. If all sequences are equiprobable, a voter's Shapley value can be interpreted as the probability of being pivotal, i.e.,…

计算机科学与博弈论 · 计算机科学 2018-10-04 Sascha Kurz , Stefan Napel
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