Constructing categories: Moving beyond protected classes in algorithmic fairness

Author:

Belitz Clara1,Ocumpaugh Jaclyn2,Ritter Steven3,Baker Ryan S.2,Fancsali Stephen E.3,Bosch Nigel1

Affiliation:

1. School of Information Sciences University of Illinois Urbana–Champaign Champaign Illinois USA

2. Graduate School of Education University of Pennsylvania Philadelphia Pennsylvania USA

3. Carnegie Learning, Inc. Pittsburgh Pennsylvania USA

Funder

National Science Foundation of Sri Lanka

Publisher

Wiley

Subject

Library and Information Sciences,Information Systems and Management,Computer Networks and Communications,Information Systems

Reference39 articles.

1. The theory and practice of culturally relevant education: A synthesis of research across content areas;Aronson B.;Review of Educational Research,2016

2. Algorithmic bias in education;Baker R. S.;International Journal of Artificial Intelligence in Education,2021

3. Big data's disparate impact;Barocas S.;California Law Review,2016

4. Information and knowledge: An evolutionary framework for information science;Bates M. J.;Information and Knowledge,2005

5. Automating procedurally fair feature selection in machine learning;Belitz C.;Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society,2021

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