Active Learning and Bayesian Optimization: a Unified Perspective to Learn with a Goal.
Francesco Di FioreMichela NardelliLaura MaininiPublished in: CoRR (2023)
Keyphrases
- active learning
- optimization method
- optimization algorithm
- efficient optimization
- machine learning
- optimization problems
- optimization process
- bayesian estimation
- supervised learning
- maximum likelihood
- data driven
- training examples
- global optimization
- optimization model
- batch mode
- monte carlo sampling
- bayesian decision
- bayesian inference
- multi objective
- learning process
- training set
- bayesian networks
- training data
- learning algorithm
- genetic algorithm