Istituto di Scienza e Tecnologie dell'Informazione     
Pedreschi D., Ruggieri S., Turini F. The discovery of discrimination. Bart Custers, Toon Calders, Bart Schermer, Tal Zarsky (eds.). (Studies in Applied Philosophy, Epistemology and Rational Ethics, vol. 3). Berlin: Springer, 2013.
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.
URL: http://link.springer.com/chapter/10.1007%2F978-3-642-30487-3_5
DOI: 10.1007/978-3-642-30487-3_5
Subject Discrimination
H.2.8 Database Applications

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