DCUBE: Discrimination discovery in databases

Proceedings of the ACM SIGMOD International Conference on Management of Data

Volumn , Issue , 2010, Pages 1127-1130

  Ruggieri, Salvatore ^a   Pedreschi, Dino ^a   Turini, Franco ^a  

^a UNIVERSITY OF PISA   (Italy)

Author keywords

classification rules; discrimination

Indexed keywords

CLASSIFICATION RULES; DATA SETS; DISCRIMINATION ANALYSIS; LEGAL ISSUES; ORACLE DATABASE; RELATIONAL SCHEMAS; SQL QUERY;

DATABASE SYSTEMS;

EID: 77954735284     PISSN: 07308078     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1807167.1807298     Document Type: Conference Paper

References (6)

1. F. Bonchi and C. Lucchese. Extending the state-of-the-art of constraint-based pattern discovery. Data & Knowledge Engineering, 60(2):377-399, 2007.
2. European Union Directives. (a) Racial Equality, (b) Employment Equality. http://ec.europa.eu/-employment-social/fundamental-rights.
3. J. Han, H. Cheng, D. Xin, and X. Yan. Frequent pattern mining: Current status and future directions. Data Mining and Know. Disc., 15(1):55-86, 2007.
4. D. Pedreschi, S. Ruggieri, and F. Turini. Measuring discrimination in socially-sensitive decision records. In Proc. of SDM 2009, pages 581-592. SIAM, 2009.
5. S. Ruggieri, D. Pedreschi, and F. Turini. Data mining for discrimination discovery. ACM Trans. on Know. Disc. from Data, 2010. To appear. Preliminary version appeared as Discrimination-aware data mining in Proc. of KDD 2008, pages 560-568.
6. U.S. Legislation. (a) Equal Credit Opportunity Act, (b) Fair Housing Act, (c) Intentional Employment Discrimination, (d) Equal Pay Act, (e) Pregnancy Discrimination Act. http://www.usdoj.gov.