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.

The Discovery of Discrimination

PEDRESCHI, DINO;RUGGIERI, SALVATORE;TURINI, FRANCO
2013-01-01

Abstract

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.
2013
Pedreschi, Dino; Ruggieri, Salvatore; Turini, Franco
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11568/158280
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