Data preprocessing techniques for classification without discrimination F Kamiran, T Calders Knowledge and information systems 33 (1), 1-33, 2012 | 1422 | 2012 |
Building classifiers with independency constraints T Calders, F Kamiran, M Pechenizkiy 2009 IEEE international conference on data mining workshops, 13-18, 2009 | 654 | 2009 |
Classifying without discriminating F Kamiran, T Calders 2009 2nd international conference on computer, control and communication, 1-6, 2009 | 558 | 2009 |
Discrimination aware decision tree learning F Kamiran, T Calders, M Pechenizkiy 2010 IEEE international conference on data mining, 869-874, 2010 | 443 | 2010 |
Decision theory for discrimination-aware classification F Kamiran, A Karim, X Zhang 2012 IEEE 12th international conference on data mining, 924-929, 2012 | 432 | 2012 |
Classification with no discrimination by preferential sampling F Kamiran, T Calders Proc. 19th Machine Learning Conf. Belgium and The Netherlands 1 (6), 2010 | 191 | 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 | 181 | 2013 |
Handling conditional discrimination I Žliobaite, F Kamiran, T Calders 2011 IEEE 11th international conference on data mining, 992-1001, 2011 | 181 | 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 | 166 | 2013 |
Machine learning based student grade prediction: A case study Z Iqbal, J Qadir, AN Mian, F Kamiran arXiv preprint arXiv:1708.08744, 2017 | 115 | 2017 |
A novel machine-learning approach to measuring scientific knowledge flows using citation context analysis SU Hassan, I Safder, A Akram, F Kamiran Scientometrics 116, 973-996, 2018 | 78 | 2018 |
Classification without discrimination F Kamiran, T Calders IEEE International Conference on Computer, Control and Communication (IEEE-IC4), 2009 | 62 | 2009 |
Overlapping toxic sentiment classification using deep neural architectures HH Saeed, K Shahzad, F Kamiran 2018 IEEE international conference on data mining workshops (ICDMW), 1361-1366, 2018 | 61 | 2018 |
Exploiting reject option in classification for social discrimination control F Kamiran, S Mansha, A Karim, X Zhang Information Sciences 425, 18-33, 2018 | 56 | 2018 |
Techniques for discrimination-free predictive models F Kamiran, T Calders, M Pechenizkiy Discrimination and privacy in the information society: data mining and …, 2013 | 46 | 2013 |
Leveraging deep learning and SNA approaches for smart city policing in the developing world SU Hassan, M Shabbir, S Iqbal, A Said, F Kamiran, R Nawaz, U Saif International Journal of Information Management 56, 102045, 2021 | 43 | 2021 |
Explainable and non-explainable discrimination in classification F Kamiran, I Žliobaitė Discrimination and Privacy in the Information Society: Data mining and …, 2013 | 39 | 2013 |
Anti-discrimination analysis using privacy attack strategies S Ruggieri, S Hajian, F Kamiran, X Zhang Machine Learning and Knowledge Discovery in Databases: European Conference …, 2014 | 36 | 2014 |
Balancing prediction errors for robust sentiment classification M Iqbal, A Karim, F Kamiran ACM Transactions on Knowledge Discovery from Data (TKDD) 13 (3), 1-21, 2019 | 26 | 2019 |
Causal inference for social discrimination reasoning B Qureshi, F Kamiran, A Karim, S Ruggieri, D Pedreschi Journal of Intelligent Information Systems 54 (2), 425-437, 2020 | 25 | 2020 |