Data preprocessing techniques for classification without discrimination F Kamiran, T Calders Knowledge and information systems 33 (1), 1-33, 2012 | 1339 | 2012 |
Three naive bayes approaches for discrimination-free classification T Calders, S Verwer Data mining and knowledge discovery 21, 277-292, 2010 | 1000 | 2010 |
Building classifiers with independency constraints T Calders, F Kamiran, M Pechenizkiy 2009 IEEE international conference on data mining workshops, 13-18, 2009 | 629 | 2009 |
Classifying without discriminating F Kamiran, T Calders Computer, Control and Communication, 2009. IC4 2009. 2nd International …, 2009 | 593 | 2009 |
Discrimination aware decision tree learning F Kamiran, T Calders, M Pechenizkiy 2010 IEEE international conference on data mining, 869-874, 2010 | 430 | 2010 |
Mining all non-derivable frequent itemsets T Calders, B Goethals Principles of Data Mining and Knowledge Discovery: 6th European Conference …, 2002 | 417 | 2002 |
Why unbiased computational processes can lead to discriminative decision procedures T Calders, I Žliobaitė Discrimination and Privacy in the Information Society: Data mining and …, 2013 | 213 | 2013 |
Efficient AUC optimization for classification T Calders, S Jaroszewicz European conference on principles of data mining and knowledge discovery, 42-53, 2007 | 190 | 2007 |
Non-derivable itemset mining T Calders, B Goethals Data Mining and Knowledge Discovery 14, 171-206, 2007 | 190 | 2007 |
A survey on condensed representations for frequent sets T Calders, C Rigotti, JF Boulicaut Constraint-Based Mining and Inductive Databases: European Workshop on …, 2006 | 190 | 2006 |
Classification with no discrimination by preferential sampling F Kamiran, T Calders Proc. 19th Machine Learning Conf. Belgium and The Netherlands 1 (6), 2010 | 181 | 2010 |
Controlling attribute effect in linear regression T Calders, A Karim, F Kamiran, W Ali, X Zhang 2013 IEEE 13th international conference on data mining, 71-80, 2013 | 180 | 2013 |
Handling conditional discrimination I Žliobaite, F Kamiran, T Calders 2011 IEEE 11th international conference on data mining, 992-1001, 2011 | 175 | 2011 |
Quantifying explainable discrimination and removing illegal discrimination in automated decision making F Kamiran, I Žliobaitė, T Calders Knowledge and information systems 35, 613-644, 2013 | 160 | 2013 |
Mining compressing sequential patterns HT Lam, F Mörchen, D Fradkin, T Calders Statistical Analysis and Data Mining: The ASA Data Science Journal 7 (1), 34-52, 2014 | 153 | 2014 |
Mining frequent itemsets in a stream T Calders, N Dexters, JJM Gillis, B Goethals Information Systems 39, 233-255, 2014 | 152 | 2014 |
Introduction to the special section on educational data mining T Calders, M Pechenizkiy Acm Sigkdd Explorations Newsletter 13 (2), 3-6, 2012 | 139 | 2012 |
Discrimination and privacy in the information society BHM Custers, T Calders, BW Schermer, TZ Zarsky Studies in applied philosophy, epistemology and rational ethics 1866, 2013 | 132* | 2013 |
Drawbacks and solutions of applying association rule mining in learning management systems E García, C Romero, S Ventura, T Calders Proceedings of the international workshop on applying data mining in e …, 2007 | 115 | 2007 |
Applying webmining techniques to execution traces to support the program comprehension process A Zaidman, T Calders, S Demeyer, J Paredaens Ninth European Conference on Software Maintenance and Reengineering, 134-142, 2005 | 107 | 2005 |