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We introduce a variable importance measure to quantify the impact of individual input variables to a black box function. Our measure is based on the Shapley value from cooperative game theory. Many measures of variable importance operate by…

机器学习 · 计算机科学 2020-10-05 Masayoshi Mase , Art B. Owen , Benjamin Seiler

Simple games cover voting systems in which a single alternative, such as a bill or an amendment, is pitted against the status quo. A simple game or a yes-no voting system is a set of rules that specifies exactly which collections of ``yea''…

计算机科学与博弈论 · 计算机科学 2008-03-05 Josep Freixas , Xavier Molinero , Martin Olsen , Maria Serna

In simple games, larger coalitions typically wield more power, but do all players align their efforts effectively? Consider a voting scenario where a coalition forms, but needs more voters to pass a bill. The cohesion of the new group of…

计算机科学与博弈论 · 计算机科学 2025-04-08 Michele Aleandri , Marco Dall'Aglio

In this paper the Shapley value of digraph (directed graph) games are considered. Digraph games are transferable utility (TU) games with limited cooperation among players, where players are represented by nodes. A restrictive relation…

计算机科学与博弈论 · 计算机科学 2017-06-09 Krishna Khatri

In this manuscript, we define and study probabilistic values for cooperative games on simplicial complexes. Inspired by the work of Weber "Probabilistic values for games", we establish the new theory step by step, following the classical…

组合数学 · 数学 2020-01-17 Ivan Martino

We initiate the study of simple games from the point of view of combinatorial topology. The starting premise is that the losing coalitions of a simple game can be identified with a simplicial complex. Various topological constructions and…

物理与社会 · 物理学 2025-03-18 Ismar Volic , Leah Valentiner

We introduce a class of cooperative games induced by weighted directed graphs. Specifically, the coalitional value combines an internal interaction term given by the induced subgraph game with an external component based on minimal incoming…

计算机科学与博弈论 · 计算机科学 2026-05-19 David Ryzák , Tomáš Kroupa

This paper concerns the analysis of the Shapley value in matching games. Matching games constitute a fundamental class of cooperative games which help understand and model auctions and assignments. In a matching game, the value of a…

计算机科学与博弈论 · 计算机科学 2013-07-02 Haris Aziz , Bart de Keijzer

Shapley values are great analytical tools in game theory to measure the importance of a player in a game. Due to their axiomatic and desirable properties such as efficiency, they have become popular for feature importance analysis in data…

机器学习 · 计算机科学 2020-10-26 Ramin Okhrati , Aldo Lipani

Various peer-to-peer energy markets have emerged in recent years in an attempt to manage distributed energy resources in a more efficient way. One of the main challenges these models face is how to create and allocate incentives to…

计算机科学与博弈论 · 计算机科学 2019-03-27 Liyang Han , Thomas Morstyn , Malcolm McCulloch

We generalize the notion of convexity and average-convexity to the notion of weighted average-convexity. We show several results on the relation between weighted average-convexity and cooperative games. First, we prove that if a game is…

计算机科学与博弈论 · 计算机科学 2023-02-16 Alexandre Skoda , Xavier Venel

This paper studies power indices based on average representations of a weighted game. If restricted to account for the lack of power of dummy voters, average representations become coherent measures of voting power, with power distributions…

计算机科学与博弈论 · 计算机科学 2017-10-10 Serguei Kaniovski , Sascha Kurz

Shapley values have become increasingly popular in the machine learning literature thanks to their attractive axiomatisation, flexibility, and uniqueness in satisfying certain notions of `fairness'. The flexibility arises from the myriad…

机器学习 · 统计学 2021-03-09 Daniel Vidali Fryer , Inga Strümke , Hien Nguyen

We consider a simple and altruistic multiagent system in which the agents are eager to perform a collective task but where their real engagement depends on the willingness to perform the task of other influential agents. We model this…

计算机科学与博弈论 · 计算机科学 2014-03-10 Xavier Molinero , Fabián Riquelme , Maria Serna

Following Zhang and Grossi~(AAAI 2021), we study in more depth a variant of weighted voting games in which agents' weights are induced by a transitive support structure. This class of simple games is notably well suited to study the…

计算机科学与博弈论 · 计算机科学 2022-01-25 Gianlorenzo D'Angelo , Esmaeil Delfaraz , Hugo Gilbert

The Shapley value is one of the most widely used measures of feature importance partly as it measures a feature's average effect on a model's prediction. We introduce joint Shapley values, which directly extend Shapley's axioms and…

机器学习 · 统计学 2022-02-11 Chris Harris , Richard Pymar , Colin Rowat

We compare the notions "Decisiveness" and "Success" for certain weighted voting systems and various underlying voting measures. In particular, we compute the success rate for the Shapley-Shubik meassure and, more generally, for Common…

综合数学 · 数学 2017-06-27 Werner Kirsch

The Banzhaf power index was introduced in cooperative game theory to measure the real power of players in a game. The Banzhaf interaction index was then proposed to measure the interaction degree inside coalitions of players. It was shown…

最优化与控制 · 数学 2011-02-15 Jean-Luc Marichal , Pierre Mathonet

This paper examines an area of Game Theory called Voting Power Theory. With the adoption of a measure theoretic framework it argues that the many different indices and tools currently used for measuring voting power can be replaced by just…

统计理论 · 数学 2012-01-24 Sreejith Das , Iead Rezek

The information decomposition problem requires an additive decomposition of the mutual information between the input and target variables into nonnegative terms. The recently introduced solution to this problem, Information Attribution,…

信息论 · 计算机科学 2022-07-13 Tomáš Kroupa , Sara Vannucci , Tomáš Votroubek