Building classifiers with independency constraints

ICDM Workshops 2009 - IEEE International Conference on Data Mining

Volumn , Issue , 2009, Pages 13-18

  Calders, Toon ^a   Kamiran, Faisal ^a   Pechenizkiy, Mykola ^a  

^a EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

BINARY ATTRIBUTES; CLASS LABELS; CLASSIFIER LEARNING; DATA ATTRIBUTES; DECISION PROCESS; EMPIRICAL VALIDATION; INPUT DATAS; TRAINING DATA;

FORECASTING; TECHNICAL PRESENTATIONS;

CLASSIFIERS;

EID: 77951199637     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDMW.2009.83     Document Type: Conference Paper

References (7)

1. A. Asuncion and D. Newman. UCI machine learning repository. 2007.
2. T. Calders, F. Kamiran, and M. Pechenizkiy. Building classifiers with independency constraints. technical report. 2009.
3. P. Domingos. Metacost: A general method for making classifiers cost-sensitive. In KDD, pages 155-164, 1999.
4. C. Elkan. The foundations of cost-sensitive learning. In Proc. IJCAI'01, pages 973-978, 2001.
5. F. Kamiran and T. Calders. Classifying without discriminating. In Proc. IC4'09. IEEE press.
6. D. Pedreschi, S. Ruggieri, and F. Turini. Measuring discrimination in socially-sensitive decision records. In Proc. SIAM SDM'09.
7. D. Pedreschi, S. Ruggieri, and F. Turini. Discriminationaware data mining. In Proc. ACM SIGKDD'08, 2008.