Knowing What to Ask: A Bayesian Active Learning Approach to the Surveying Problem.
Yoad LewenbergYoram BachrachUlrich PaquetJeffrey S. RosenscheinPublished in: AAAI (2017)
Keyphrases
- active learning
- learning strategies
- selective sampling
- bayesian estimation
- bayesian decision
- bayesian networks
- random sampling
- supervised learning
- machine learning
- maximum likelihood
- neural network
- pool based active learning
- bayesian inference
- unlabeled data
- labeled data
- data driven
- batch mode active learning
- exploration exploitation
- crowd sourced
- decision theory
- gaussian processes
- probabilistic model
- training examples
- experimental design
- semi supervised
- learning process
- batch mode
- image segmentation
- transfer learning
- relevance feedback
- learning algorithm
- database