Fairness

• Causal Reasoning for Algorithmic Fairness
• A Causal Bayesian Networks Viewpoint on Fairness
• Counterfactual Fairness
• Causal Bayesian Networks A flexible tool to enable fairer machine learning
• Machine Bias - ProPublica

Resources 📚

• Fairness (machine learning) - Wikipedia
  • really nicely sets out:
    1. Independence: Independence of the sensitive characteristic and the predictors
    2. Separation: Conditional independence of the sensitive characteristic and the predictors condititioned on the target (GT)
    3. Sufficiency: Conditional independence of the sensitive characteristic and the target (GT) condititioned on the predictors