Fairness-Aware Model Selection Using Differential Item Functioning.
Diego MinatelAntonio Rafael Sabino ParmezanMariana CuriAlneu de Andrade LopesPublished in: ICMLA (2023)
Keyphrases
- model selection
- cross validation
- hyperparameters
- regression model
- bayesian learning
- sample size
- error estimation
- machine learning
- parameter estimation
- statistical learning
- model selection criteria
- meta learning
- variable selection
- selection criterion
- mixture model
- feature selection
- statistical inference
- generalization error
- bayesian methods
- gaussian process
- marginal likelihood
- random sampling
- posterior distribution
- semi supervised
- probabilistic model
- generalization bounds
- decision trees
- leave one out cross validation