Against Predictive Optimization: On the Legitimacy of Decision-Making Algorithms that Optimize Predictive Accuracy.
Angelina WangSayash KapoorSolon BarocasArvind NarayananPublished in: FAccT (2023)
Keyphrases
- predictive accuracy
- decision making
- machine learning algorithms
- optimization problems
- optimization methods
- learning algorithm
- optimization algorithm
- predictive power
- reinforcement learning
- classification rules
- expert systems
- decision makers
- fuzzy logic
- combinatorial optimization
- prediction accuracy
- genetic programming
- small number
- real world
- prior knowledge
- evolutionary algorithm
- data analysis
- pattern recognition
- decision trees
- information retrieval
- machine learning