Picture for Joachim Baumann

Joachim Baumann

Preventing Eviction-Caused Homelessness through ML-Informed Distribution of Rental Assistance

Add code
Mar 19, 2024
Viaarxiv icon

On Prediction-Modelers and Decision-Makers: Why Fairness Requires More Than a Fair Prediction Model

Add code
Oct 09, 2023
Viaarxiv icon

A Classification of Feedback Loops and Their Relation to Biases in Automated Decision-Making Systems

Add code
May 10, 2023
Viaarxiv icon

Group Fairness in Prediction-Based Decision Making: From Moral Assessment to Implementation

Add code
Oct 19, 2022
Figure 1 for Group Fairness in Prediction-Based Decision Making: From Moral Assessment to Implementation
Figure 2 for Group Fairness in Prediction-Based Decision Making: From Moral Assessment to Implementation
Figure 3 for Group Fairness in Prediction-Based Decision Making: From Moral Assessment to Implementation
Viaarxiv icon

Distributive Justice as the Foundational Premise of Fair ML: Unification, Extension, and Interpretation of Group Fairness Metrics

Add code
Jun 06, 2022
Figure 1 for Distributive Justice as the Foundational Premise of Fair ML: Unification, Extension, and Interpretation of Group Fairness Metrics
Figure 2 for Distributive Justice as the Foundational Premise of Fair ML: Unification, Extension, and Interpretation of Group Fairness Metrics
Viaarxiv icon

A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-Offs

Add code
Jun 06, 2022
Figure 1 for A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-Offs
Figure 2 for A Justice-Based Framework for the Analysis of Algorithmic Fairness-Utility Trade-Offs
Viaarxiv icon

Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency

Add code
Jun 05, 2022
Figure 1 for Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency
Figure 2 for Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency
Figure 3 for Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency
Figure 4 for Enforcing Group Fairness in Algorithmic Decision Making: Utility Maximization Under Sufficiency
Viaarxiv icon