A Data Management Perspective on Fair Classification: An Experimental Analysis and Evaluation

The official source code for Through the Data Management Lens: Experimental Analysis and Evaluation of Fair Classification. This repository is used to provide a comparative analysis of 13 fair classification approaches and their variations.

Pre-processing approaches:

• Kamiran et al. (KAIS 2012)
• Feldman et al. (SIGKDD 2015)
• Calmon et al. (NIPS 2017)
• Zhang et al. (IJCAI 2017, SIGKDD 2017)
• Salimi et al. (SIGMOD 2019)

In-processing approaches:

• Zafar et al. (AISTATS 2017, WWW 2017)
• Zhang et al. (AIES 2018)
• Kearns et al. (ICML 2018)
• Celis et al. (FAT* 2019)
• Thomas et al. (Science 2019)

Post-processing approaches:

• Kamiran et al. (ICDM 2012)
• Hardt et al. (NIPS 2016)
• Pleiss et al. (NIPS 2017)