On the Impact of Random Seeds on the Fairness of Clinical Classifiers.
Silvio AmirJan-Willem van de MeentByron C. WallacePublished in: NAACL-HLT (2021)
Keyphrases
- randomized trees
- training data
- support vector
- decision trees
- machine learning methods
- feature selection
- resource allocation
- training set
- classification systems
- test set
- naive bayes
- medical data
- linear classifiers
- ensemble learning
- svm classifier
- classification models
- classification method
- clinical data
- supervised classification
- machine learning algorithms
- binary classifiers
- clinical practice
- multiple classifiers
- clinical decision support systems
- medical treatment
- training examples