A balance for fairness: fair distribution utilising physics
نویسندگان
چکیده
منابع مشابه
Fairness Constraints: A Mechanism for Fair Classification
Abstract Automated data-driven decision systems are ubiquitous across a wide variety of online services, from online social networking and ecommerce to e-government. These systems rely on complex learning methods and vast amounts of data to optimize the service functionality, satisfaction of the end user and profitability. However, there is a growing concern that these automated decisions can l...
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Algorithmic decision making systems are ubiquitous across a wide variety of online as well as offline services. These systems rely on complex learning methods and vast amounts of data to optimize the service functionality, satisfaction of the end user and profitability. However, there is a growing concern that these automated decisions can lead, even in the absence of intent, to a lack of fairn...
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This paper describes and evaluates Stochastic Fair Blue(SFB), a novel technique for enforcing fairness among a large number of flows. SFB scalably detects and rate-limits non-responsive flows through the use of a marking probability derived from the BLUE queue management algorithm and a Bloom filter. Using analysis and simulation, SFB is shown to effectively handle non-responsive flows using an...
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It has been suggested that the distribution of refugees over host countries can be made more fair or efficient if policy makers take into account not only numbers of refugees to be distributed but also the goodness of the matches between refugees and their possible host countries. There are different ways to design distribution mechanisms that incorporate this practice, which opens up a space f...
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ژورنال
عنوان ژورنال: Humanities and Social Sciences Communications
سال: 2021
ISSN: 2662-9992
DOI: 10.1057/s41599-021-00806-w