Learning Optimal Fair Decision Trees: Trade-offs Between Interpretability, Fairness, and Accuracy.
Nathanael JoSina AghaeiJack BensonAndrés GómezPhebe VayanosPublished in: AIES (2023)
Keyphrases
- decision trees
- learning process
- trade off
- learning systems
- learning algorithm
- active learning
- knowledge acquisition
- high accuracy
- reinforcement learning
- dynamic programming
- inductive learning
- prediction accuracy
- constructive induction
- prior knowledge
- machine learning
- decision lists
- data mining
- decision tree learners
- learning tasks
- supervised learning
- computational cost
- mobile robot