Explaining Tournament Solutions with Minimal Supports
Clément Contet, Umberto Grandi, Jérôme Mengin
摘要
Tournaments are widely used models to represent pairwise dominance between candidates, alternatives, or teams. We study the problem of providing certified explanations for why a candidate appears among the winners under various tournament rules. To this end, we identify minimal supports—minimal sub-tournaments in which the candidate is guaranteed to win regardless of how the rest of the tournament is completed (that is, the candidate is a necessary winner of the sub-tournament). This notion corresponds to an abductive explanation for the question,"Why does the winner win the tournament?"—a central concept in formal explainable AI. We focus on common tournament solutions: the top cycle, the uncovered set, the Copeland rule, the Borda rule, the maximin rule, and the weighted uncovered set. For each rule we determine the size of the smallest minimal supports, and we present polynomial-time algorithms to compute them for all solutions except for the weighted uncovered set, for which the problem is NP-complete. Finally, we show how minimal supports can serve to produce compact, certified, and intuitive explanations for tournament solutions.
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
它引用的顶会 Paper2
相关 Paper
- Explainable VotingDominik Peters, Ariel D. Procaccia, Alexandros Psomas, Zixin ZhouNeurIPS 2020 · 被引用 26 次
- On Computing Probabilistic Explanations for Decision TreesMarcelo Arenas, Pablo Barceló, Miguel A. Romero Orth, Bernardo SubercaseauxNeurIPS 2022 · 被引用 57 次
- Margin of Victory in Tournaments: Structural and Experimental ResultsMarkus Brill, Ulrike Schmidt-Kraepelin, Warut SuksompongAAAI 2021
- Preferred Explanations for Ontology-Mediated Queries under Existential RulesIsmail Ilkan Ceylan, Thomas Lukasiewicz, Enrico Malizia, Cristian Molinaro 等AAAI 2021 · 被引用 11 次
- Using MaxSAT for Efficient Explanations of Tree EnsemblesAlexey Ignatiev, Yacine Izza, Peter J. Stuckey, João Marques-SilvaAAAI 2022 · 被引用 75 次
