Designing monitoring strategies for deployed machine learning algorithms: navigating performativity through a causal lens.
Jean FengAdarsh SubbaswamyAlexej GossmannHarvineet SinghBerkman SahinerMi-Ok KimGene Anthony PennelloNicholas PetrickRomain PirracchioFan XiaPublished in: CLeaR (2024)
Keyphrases
- machine learning algorithms
- benchmark data sets
- learning algorithm
- predictive accuracy
- machine learning methods
- machine learning
- decision trees
- learning problems
- random forests
- machine learning approaches
- monitoring system
- learning tasks
- machine learning models
- machine learning systems
- input features
- association rules
- reinforcement learning
- neural network
- transfer learning
- learning systems
- general purpose
- learning models
- causal models
- causal relationships
- learning environment
- multiclass classification
- statistical machine learning