We present five axioms for fairness measures in resource allocation. A family of fairness measures satisfying the axioms is constructed. Special cases of this family include alpha-fairness, Jain's index, and entropy. Properties of fairness measures satisfying the axioms are proven, including Schur...
In addition, some fairness measures are conflicting with each other. For example, the increase of the individual fairness may lead to the decrease of the group fairness [19]. Concerns for fairness also arise in different optimization scenarios due to the fact that the biased optimization ...
Kleinberg Fairness measures for resource allocation Proceedings 41st Annual Symposium Foundations of Computer Science, IEEE (2000), pp. 75-85 View in ScopusGoogle Scholar Liang et al., 2013 Z. Liang, W.A. Chaovalitwongse, E.A. Elsayed Sequence assignment model for the flight conflict ...
We develop two families of fairness functions that provide different tradeoffs, characterize the effect of user requests' heterogeneity, and prove conditions under which these fairness measures satisfy the Pareto efficiency, sharing incentive, and envy-free properties. Intuitions behind the analysis are ...
fairness index and Gini fairness index. Jain's fairness index is independent of population size and can be expressed as a percentage. It measures the equality of resource allocation among users. Gini fairness index, on the other hand, measures fairness and inequalities in the allocation of ...
Fair when trained, unfair when deployed: observable fairness measures are unstable in performative prediction settings. Preprint at https://doi.org/10.48550/arXiv.2202.05049 (2022). Duchi, J. & Namkoong, H. Learning models with uniform performance via distributionally robust optimization. Ann. Stat...
Comparison with other policies for resource sharing[edit] Generally, policies for sharing resources that are characterized by low level of fairness (seefairness measures) provide high average throughput but low stability in the service quality, meaning that the achieved service quality is varying in ti...
Tis#debtsuspension#policyis for#delinquent#borrowers.. Responsible borrowers may feel overlooked & unfairly treated.. approach not only undermines#fairnessbut also weakens#publicconfidencein e system..government must pair these relief measures w#financialliteracyprogs & structural#reformstt address root ...
Measures have been taken to better regulate monopolistic behavior, excessively high incomes and the abuse of market dominance by some companies, which jeopardize fair competition. Policymakers will continue to take measures to foster fair market practices, which is part of the broader objective of ...
Fairness in Wireless Networks: Issues, Measures and Challenges. IEEE Commun. Surv. Tutor. 2014, 16, 5–24. [Google Scholar] Jain, R.; Chiu, D.M.; Hawe, W.R. A Quantitative Measure of Fairness and Discrimination for Resource Allocation in Shared Computer System; Eastern Research Laboratory...