Decision theory for discrimination-aware classification

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2012, Pages 924-929

  Kamiran, Faisal ^a   Karim, Asim ^b   Zhang, Xiangliang ^a  

^a KING ABDULLAH UNIVERSITY OF SCIENCE AND TECHNOLOGY   (Saudi Arabia)

^b LAHORE UNIVERSITY OF MANAGEMENT SCIENCES   (Pakistan)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION ALGORITHM; CLASSIFIER ENSEMBLES; DATA MINING TECHNIQUES; DATA MODIFICATION; FLEXIBLE CONTROL; MULTIPLE SENSITIVE ATTRIBUTES; PROBABILISTIC CLASSIFIERS; REAL-WORLD DATASETS;

DATA MINING;

EID: 84874044264     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ICDM.2012.45     Document Type: Conference Paper

References (10)

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2. F. Kamiran, T. Calders, and M. Pechenizkiy, "Discrimination aware decision tree learning," in ICDM, 2010, pp. 869-874.
3. D. Pedreschi, S. Ruggieri, and F. Turini, "Discriminationaware data mining," in KDD, 2008.
4. B. Luong, S. Ruggieri, and F. Turini, "k-nn as an implementation of situation testing for discrimination discovery and prevention," in KDD, 2011, pp. 502-510.
5. S. Hajian and J. Domingo-Ferrer, "A methodology for direct and indirect discrimination prevention in data mining," TKDE, vol. accepted, 2012.
6. F. Kamiran and T. Calders, "Data preprocessing techniques for classification without discrimination," KAIS, pp. 1-33, 2012.
7. I. Zliobaite, F. Kamiran, and T. Calders, "Handling conditional discrimination," in ICDM), 2011, pp. 992-1001.
8. T. Kamishima, S. Akaho, and J. Sakuma, "Fairness-aware learning through regularization approach," in ICDMW), 2011.
9. L. I. Kuncheva and C. J. Whitaker, "Measures of diversity in classifier ensembles and their relationship with the ensemble accuracy," Machine Learning, vol. 51, pp. 181-207, 2003.
10. A. Asuncion and D. Newman, "UCI machine learning repository," Online http://archive.ics.uci.edu/ml/, 2007.