PUMA
Istituto di Scienza e Tecnologie dell'Informazione     
Ruggieri S., Pedreschi D., Turini F. DCUBE: discrimination discovery in databases. In: SIGMOD '10 - 2010 International Conference on Management of Data (Indianapolis, Indiana, USA, June 6-11 2010). Proceedings, pp. 1127 - 1130. ACM, 2010.
 
 
Abstract
(English)
Discrimination discovery in databases consists in nding un- fair practices against minorities which are hidden in a dataset of historical decisions. The DCUBE system implements the approach of [5], which is based on classi cation rule extrac- tion and analysis, by centering the analysis phase around an Oracle database. The proposed demonstration guides the audience through the legal issues about discrimination hid- den in data, and through several legally-grounded analyses to unveil discriminatory situations. The SIGMOD attendees will freely pose complex discrimination analysis queries over the database of extracted classi cation rules, once they are presented with the database relational schema, a few ad- hoc functions and procedures, and several snippets of SQL queries for discrimination discovery.
URL: http://dl.acm.org/citation.cfm?id=1807298&bnc=1
DOI: 10.1145/1807167.1807298
Subject Algorithms
Legal Aspect
H.2.8 Database Applications. Data Mining


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