AI Fairness: Designing Equal Opportunity Algorithms - Couverture souple

Leben, Derek

 
9780262552363: AI Fairness: Designing Equal Opportunity Algorithms
Couverture souple
ISBN 10 : 0262552361 ISBN 13 : 9780262552363
Editeur : MIT Press, 2025

Synopsis

A theory of justice for AI models making decisions about employment, lending, education, criminal justice, and other important social goods.


Decisions about important social goods like education, employment, housing, loans, healthcare, and criminal justice are all becoming increasingly automated with the help of AI. But because AI models are trained on data with historical inequalities, they often produce unequal outcomes for members of disadvantaged groups. In AI Fairness, Derek Leben draws on traditional philosophical theories of fairness to develop a framework for evaluating AI models, which can be called a Theory of Algorithmic Justice—a theory inspired by the Theory of Justice developed by the American philosopher John Rawls.

For several years now, researchers who design AI models have investigated the causes of inequalities in AI decisions and proposed techniques for mitigating them. It turns out that in most realistic conditions it is impossible to comply with all metrics simultaneously. Because of this, companies using AI systems will have to choose which metric they think is the correct measure of fairness, and regulators will need to determine how to apply currently existing laws to AI systems. Leben provides a detailed set of practical recommendations for companies looking to evaluate their AI systems and regulators thinking about laws around AI system, and he offers an honest analysis of the costs of implementing fairness in AI systems—as well as when these costs may or may not be acceptable.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

À propos de l?auteur

Derek Leben is Associate Teaching Professor of Business Ethics at the Tepper School of Business at Carnegie Mellon University. As founder of the consulting group Ethical Algorithms, he has worked with governments and companies to develop policies on fairness and benefit for AI and autonomous systems.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
MIT Press
Date d'édition
2025
Langue
anglais
ISBN 10 
0262552361
ISBN 13 
9780262552363
Reliure
Broché
Nombre de pages
241
Coordonnées du fabricant
non disponible
Personne responsable
non disponible