Calders, Toon

Data preprocessing techniques for classification without discrimination

Kamiran, F., & Calders, T. (2012) · Knowledge and Information Systems

Ethics and Social Impacts of AIPrivacy-Preserving Technologies in Data

Cited by 1,305

Three naive Bayes approaches for discrimination-free classification.

Calders, T., & Verwer, S. (2010) · Data Mining and Knowledge Discovery

Ethics and Social Impacts of AIPrivacy-Preserving Technologies in Data

Cited by 764

Building Classifiers with Independency Constraints

Calders, T., Kamiran, F., & Pechenizkiy, M. (2009) · 2009 IEEE International Conference on Data Mining Workshops

Machine Learning and Data ClassificationMachine Learning and Algorithms

Cited by 468

Classifying without discriminating

Kamiran, F., & Calders, T. (2009) · 2009 2nd International Conference on Computer, Control and Communication

Ethics and Social Impacts of AIImbalanced Data Classification Techniques

Cited by 409

Discrimination Aware Decision Tree Learning

Kamiran, F., Calders, T., & Pechenizkiy, M. (2010) · 2010 IEEE International Conference on Data Mining

Ethics and Social Impacts of AIPrivacy-Preserving Technologies in Data

Cited by 303

Why Unbiased Computational Processes Can Lead to Discriminative Decision Procedures

Calders, T., & Žliobaitė, I. (2013) · Studies in Applied Philosophy, Epistemology and Rational Ethics

Ethics and Social Impacts of AIExplainable Artificial Intelligence (XAI)

Cited by 128

Handling Conditional Discrimination

Žliobaite, I., Kamiran, F., & Calders, T. (2011) · 2011 IEEE 11th International Conference on Data Mining

Ethics and Social Impacts of AIPrivacy-Preserving Technologies in Data

Cited by 125

Discrimination and Privacy in the Information Society: Data Mining and Profiling in Large Databases

Custers, B. H. M., Calders, T., Schermer, B. W., & Zarsky, T. (2013) · Studies in Applied Philosophy, Epistemology and Rational Ethics

Ethics and Social Impacts of AIPrivacy, Security, and Data Protection

Cited by 100

Quantifying explainable discrimination and removing illegal discrimination in automated decision making

Kamiran, F., Žliobaitė, I., & Calders, T. (2013) · Knowledge and Information Systems

Ethics and Social Impacts of AIExplainable Artificial Intelligence (XAI)

Cited by 99

Measuring Fairness with Biased Rulers: A Comparative Study on Bias Metrics for Pre-trained Language Models

Delobelle, P., Tokpo, E., Calders, T., & Berendt, B. (2022) · Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies

Ethics and Social Impacts of AITopic Modeling

Cited by 57