Fluctuations, Bias, Variance & Ensemble of Learners: Exact Asymptotics for Convex Losses in High-Dimension.
Bruno LoureiroCédric GerbelotMaria RefinettiGabriele SicuroFlorent KrzakalaPublished in: CoRR (2022)
Keyphrases
- high dimension
- bias variance
- bias variance decomposition
- trade off
- real valued
- feature selection
- base learners
- low variance
- high dimensional
- bias variance analysis
- ensemble learning
- input space
- small sample
- ensemble methods
- learning process
- feature space
- support vector machine
- low dimensional
- variance reduction
- high dimensional data
- neural network
- random forests
- base classifiers
- learning algorithm
- dimensionality reduction
- supervised learning
- probabilistic model
- active learning
- decision trees