Pedreschi D, Ruggieri S, Turini F
Discrimination H.2.8 Database Applications
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.
Source: STUDIES IN APPLIED PHILOSOPHY, EPISTEMOLOGY AND RATIONAL ETHICS, pp. 91-108
Publisher: Springer
@inbook{oai:it.cnr:prodotti:326454, title = {The discovery of discrimination}, author = {Pedreschi D and Ruggieri S and Turini F}, publisher = {Springer}, doi = {10.1007/978-3-642-30487-3_5}, booktitle = {STUDIES IN APPLIED PHILOSOPHY, EPISTEMOLOGY AND RATIONAL ETHICS, pp. 91-108}, year = {2013} }