Independence of Irrelevant Alternatives under the Lens of Pairwise Distortion

Authors

  • Théo Delemazure CNRS, Université Paris Dauphine, PSL
  • Jérôme Lang CNRS, Université Paris Dauphine, PSL
  • Grzegorz Pierczyński University of Warsaw

DOI:

https://doi.org/10.1609/aaai.v38i9.28821

Keywords:

GTEP: Social Choice / Voting

Abstract

We give a quantitative analysis of the independence of irrelevant alternatives (IIA) axiom. IIA says that the society's preference between x and y should depend only on individual preferences between x and y: we show that, in several contexts, if the individuals express their preferences about additional (``irrelevant'') alternatives, this information helps to estimate better which of x and y has higher social welfare. Our contribution is threefold: (1) we provide a new tool to measure the impact of IIA on social welfare (pairwise distortion), based on the well-established notion of voting distortion, (2) we study the average impact of IIA in both general and metric settings, with experiments on synthetic and real data and (3) we study the worst-case impact of IIA in the 1D-Euclidean metric space.

Published

2024-03-24

How to Cite

Delemazure, T., Lang, J., & Pierczyński, G. (2024). Independence of Irrelevant Alternatives under the Lens of Pairwise Distortion. Proceedings of the AAAI Conference on Artificial Intelligence, 38(9), 9645–9652. https://doi.org/10.1609/aaai.v38i9.28821

Issue

Section

AAAI Technical Track on Game Theory and Economic Paradigms