Nested conformal prediction and quantile out-of-bag ensemble methods.
Chirag GuptaArun K. KuchibhotlaAaditya RamdasPublished in: Pattern Recognit. (2022)
Keyphrases
- ensemble methods
- conformal prediction
- random forests
- prediction accuracy
- confidence levels
- decision trees
- machine learning methods
- ridge regression
- random forest
- ensemble learning
- base classifiers
- benchmark datasets
- k nearest neighbour
- generalization ability
- binary classification
- decision tree ensembles
- base learners
- supervised learning
- classifier ensemble
- statistical significance
- logistic regression
- support vector machine
- bootstrap sampling
- machine learning
- semi supervised