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A parametric worst-case approach to fairness in cooperative games with transferable utility
We study worst-case fairness in resource allocation and cooperative games with transferable utility, the stable division most dissimilar to a normative standard of fairness. Motivated by welfare economics, similarity is quantified using information-theoretic divergences. Worst-case fairness aims to...
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Published in: | Theoretical computer science 2023-01, Vol.940, p.189-205 |
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Main Authors: | , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites |
Online Access: | Get full text |
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Summary: | We study worst-case fairness in resource allocation and cooperative games with transferable utility, the stable division most dissimilar to a normative standard of fairness. Motivated by welfare economics, similarity is quantified using information-theoretic divergences. Worst-case fairness aims to parallel the spirit of the price of anarchy from noncooperative game theory, quantifying how much unfairness is compatible with coalitional rationality. Computing worst-case fairness is tractable in weighted voting games and classes of coalitional skill games, but NP-hard in highway allocation, induced-subgraph games and some task-count coalitional skill games. In these cases we show approximation algorithms that yield constant approximations. We also upper bound the performance of a Reverse Greedy algorithm on general convex games in terms of two game-specific constants.
•We study worst-case fairness in resource allocation and cooperative games with transferable utility.•We consider the imputation in the core with the largest divergence with a fixed imputation, a ”standard of fairness”.•We study the problem for several classes of cooperative games with transferable utility.•In cases when worst-case fairness is intractable we give algorithms that produce an approximately worst-case fair imputation. |
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ISSN: | 0304-3975 1879-2294 |
DOI: | 10.1016/j.tcs.2022.10.039 |