Efficient Estimation of Generalization Error and Bias-Variance Components of Ensembles.
Dhruv MahajanVivek GuptaS. Sathiya KeerthiSundararajan SellamanickamShravan NarayanamurthyRahul KidambiPublished in: CoRR (2017)
Keyphrases
- generalization error
- bias variance
- cross validation
- ensemble members
- upper bound
- trade off
- sample complexity
- learning machines
- model selection
- learning algorithm
- sample size
- supervised learning
- active learning
- training error
- decision trees
- topic models
- ensemble methods
- ensemble learning
- classification error
- training set
- neural network
- unbiased estimator
- generalization error bounds