Bayesian Active Learning by Soft Mean Objective Cost of Uncertainty.
Guang ZhaoEdward R. DoughertyByung-Jun YoonFrancis J. AlexanderXiaoning QianPublished in: AISTATS (2021)
Keyphrases
- active learning
- active learning strategies
- decision theory
- cost sensitive
- bayesian networks
- dempster shafer
- uncertain data
- learning strategies
- random sampling
- total cost
- bayesian learning
- gaussian processes
- decision trees
- bayesian inference
- training examples
- data driven
- supervised learning
- semi supervised
- transfer learning
- minimum cost
- high cost
- expected cost
- bayesian estimation
- batch mode
- selective sampling
- expected loss
- objective function
- music emotion classification