Measurement of Observational Fairness

Fairness Under Feature Exemptions: Counterfactual and Observational Measures

Authors: Sanghamitra Dutta, Praveen Venkatesh, Piotr Mardziel, Anupam Datta, Pulkit Grover | Published: 2020-06-14 | Updated: 2021-08-06
Limitations of Non-Discriminatory Algorithms
Feature Interdependence
Measurement of Observational Fairness
2020.06.14 2025.05.28
Literature Database

Fairness-Aware Process Mining

Authors: Mahnaz Sadat Qafari, Wil van der Aalst | Published: 2019-08-28
Data Collection
Feature Extraction Method
Measurement of Observational Fairness
2019.08.28 2025.05.28
Literature Database

Counterfactual Fairness

Authors: Matt J. Kusner, Joshua R. Loftus, Chris Russell, Ricardo Silva | Published: 2017-03-20 | Updated: 2018-03-08
Creation of Fair AI Models
Importance of Causal Models
Measurement of Observational Fairness
2017.03.20 2025.05.28
Literature Database