{"product_id":"ai-fairness-derek-leben-9780262552363","title":"AI Fairness: Designing Equal Opportunity Algorithms","description":"\u003cb\u003eA theory of justice for AI models making decisions about employment, lending, education, criminal justice, and other important social goods.\u003c\/b\u003e \u003cp\u003e\u003c\/p\u003eDecisions about important social goods like education, employment, housing, loans, health care, and criminal justice are all becoming increasingly automated with the help of artificial intelligence. But because AI models are trained on data with historical inequalities, they often produce unequal outcomes for members of disadvantaged groups. In \u003ci\u003eAI Fairness\u003c\/i\u003e, 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. \u003cp\u003e\u003c\/p\u003eFor several years now, researchers who design artificial intelligence 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 artificial intelligence systems and regulators thinking about laws around AI systems, 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.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Derek Leben\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 0262552361\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9780262552363\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e MIT Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 05\/13\/2025\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 240\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cbr\u003e\u003cb\u003eReview Citation(s): \u003c\/b\u003e\u003cbr\u003e\u003ci\u003eChoice\u003c\/i\u003e 11\/01\/2025","brand":"Derek Leben","offers":[{"title":"Paperback","offer_id":48216476221695,"sku":"9780262552363","price":55.0,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_7cd3373a-2677-45df-ba00-dedf4f7e1d4b.jpg?v=1771991250","url":"https:\/\/www.whiterainbookhouse.com\/products\/ai-fairness-derek-leben-9780262552363","provider":"WR Book House","version":"1.0","type":"link"}