Nested conformal prediction and quantile out-of-bag ensemble methods.
Chirag GuptaArun K. KuchibhotlaAaditya K. RamdasPublished in: CoRR (2019)
Keyphrases
- ensemble methods
- conformal prediction
- random forests
- prediction accuracy
- confidence levels
- ridge regression
- benchmark datasets
- decision trees
- machine learning methods
- random forest
- generalization ability
- ensemble learning
- base classifiers
- k nearest neighbour
- binary classification
- base learners
- decision tree ensembles
- bootstrap sampling
- classifier ensemble
- linear regression
- regression methods
- text classification
- knn
- machine learning
- neural network