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Fairness and Machine Fairness

Proceedings of the 2021 AAAI/ACM Conference on AI, Ethics, and Society, 2021
Prediction-based decisions, which are often made by utilizing the tools of machine learning, influence nearly all facets of modern life. Ethical concerns about this widespread practice have given rise to the field of fair machine learning and a number of fairness measures, mathematically precise definitions of fairness that purport to determine whether
Clinton Castro   +2 more
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How fair is fair queuing

Journal of the ACM, 1992
Summary: Fair queueing is a novel queueing discipline with important applications to data networks that support variable-size packets and to systems where the cost of preempting jobs from service is high. The discipline controls a single server shared by \(N\) job arrival streams with each stream allotted a separate queue.
Albert G. Greenberg, Neal Madras
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Fairness

Bull. EATCS, 2020
Fairness is a basic phenomenon in distributed and non-deterministic systems, firstly noted perhaps in allocation strategies for schedules. The basic idea of a fair behaviour is that no subprocess shall be delayed forever. For a systematical study of fairness it is difficult to choose an appropriate model and fairness conception.
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Fair's fair?

Astronomy & Geophysics
Abstract RAS undergraduate research bursaries need to match the minimum wage, argues Ben ...
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“Fair is not Fair”

2010
When Barbette flies in the air, he is the eternal androgyne who escapes the downgrading of time, as opposed to the woman acrobat, deformed by work, suggested French journalist Maurice Verne in 1930 (218), praising androgynous male beauty over female degradation. Barbette’s performance, in effect, combined feminine and masculine gestures.
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Fair Synchronization

Journal of Parallel and Distributed Computing, 2013
Most published concurrent data structures which avoid locking do not provide any fairness guarantees. That is, they allow processes to access a data structure and complete their operations arbitrarily many times before some other trying process can complete a single operation. Such a behavior can be prevented by enforcing fairness.
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FAIR: Fair Audience InfeRence

2003
Given the recent changes in the policy governing Internet content distribution, such as the institution of per listener royalties for Internet radio broadcasters, content distributors now have an incentive to under-report the size of their audience. Previous audience measurement schemes only protect against inflation of audience size.
Robert Johnson, Jessica Staddon
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A Fair Test of the Fair Innings?

Medical Decision Making, 2006
Priority setting in health care under conventional rules of health economic evaluation is based upon the ethos of attempting to maximize post-treatment health gain given available health care resources. In his later years, Alan Williams advocated the ``fair innings argument,'' which balances differences in whole lifetime experiences of health with ...
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