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The Discovery of Discrimination
[chapter]
2013
Studies in Applied Philosophy, Epistemology and Rational Ethics
Discrimination discovery from data consists in the extraction of discriminatory situations and practices hidden in a large amount of historical decision records. We discuss the challenging problems in discrimination discovery, and present, in a unified form, a framework based on classification rules extraction and filtering on the basis of legally-grounded interestingness measures. The framework is implemented in the publicly available DCUBE tool. As a running example, we use a public dataset on credit scoring.
doi:10.1007/978-3-642-30487-3_5
dblp:series/sapere/PedreschiRT13
fatcat:iq46kgkbbna3noupira54za3qq