Designing equitable algorithms

A Chohlas-Wood, M Coots, S Goel… - Nature Computational …, 2023 - nature.com
… the role of training data in equitable algorithm design. A reasonable default is to train algorithms
on data that are representative of the population to which the algorithms will be applied (…

Toward situated interventions for algorithmic equity: lessons from the field

M Katell, M Young, D Dailey, B Herman… - Proceedings of the …, 2020 - dl.acm.org
… many meaningful interventions toward equitable algorithmic systems are non-technical.
Where many efforts consider the design and development of a specific algorithm or system, our …

Designing Equitable Algorithms for the Web

R Baeza-Yates, S Goel - Companion Proceedings of The 2019 World …, 2019 - dl.acm.org
… Machine learning algorithms increasingly affect both our online … with a general overview of
algorithmic fairness, and then … of what it means for an algorithm to be fair. Unfortunately, as we …

A proposal for developing a platform that evaluates algorithmic equity and accuracy

P Cerrato, J Halamka… - BMJ Health & Care …, 2022 - pmc.ncbi.nlm.nih.gov
… It is also important to keep in mind that an equitable algorithm must be derived from a …
inclusive design principles, algorithm auditing process and cross-functional work teams. Algorithm

Children of color's perceptions of fairness in AI: An exploration of equitable and inclusive co-design

Z Skinner, S Brown, G Walsh - Extended abstracts of the 2020 CHI …, 2020 - dl.acm.org
… for a More Equitable Co-Design Process We recognize that utilizing the traditional co-design
Using an age-appropriate mental model of algorithmic decision-making as our guide, our …

[BOOK][B] Equitable resource allocation: models, algorithms and applications

H Luss - 2012 - books.google.com
… analysis and a deeper understanding of algorithms. The numerical examples throughout …
used as part of a course on communication network design or on modeling and optimization …

Striving for Affirmative Algorithmic Futures: How the Social Sciences can Promote more Equitable and Just Algorithmic System Design

AL Theus - Proceedings of the 2023 ACM Conference on Fairness …, 2023 - dl.acm.org
algorithmic systems that lead to inequitable consequences and instead support the design
of algorithmic … and cultivate, what I call, affirmative algorithmic futures. To that end, this paper …

Equitable marketplace mechanism design

K Dwarakanath, S Vyetrenko, T Balch - Proceedings of the Third ACM …, 2022 - dl.acm.org
… The goal of this work is to design a dynamic fee schedule for the marketplace that is
equitable and profitable to all traders while being profitable to the marketplace at the same time (…

Interrogating algorithmic bias: From speculative fiction to liberatory design

N Gaskins - TechTrends, 2023 - Springer
… This paper reviews algorithmic or artificial intelligence (AI) … fiction, speculative and liberatory
design. It discusses the causes of … Design thinking for a more equitable future must include a …

Guiding principles to address the impact of algorithm bias on racial and ethnic disparities in health and health care

MH Chin, N Afsar-Manesh, AS Bierman… - JAMA Network …, 2023 - jamanetwork.com
… leaders involved in algorithm design, development… algorithm to improve and advance
equitable outcomes or is the primary goal to maximize profit?). Additionally, if a particular algorithm