Gaussian Switch Sampling: A Second-Order Approach to Active Learning.
Ryan BenkertMohit PrabhushankarGhassan AlRegibArmin PacharmiEnrique CoronaPublished in: IEEE Trans. Artif. Intell. (2024)
Keyphrases
- active learning
- random sampling
- sampling strategies
- sample selection
- active sampling
- selective sampling
- stratified sampling
- sampling algorithm
- higher order
- supervised learning
- high speed
- maximum likelihood
- machine learning
- training set
- learning strategies
- learning algorithm
- labeled data
- experimental design
- bayesian networks
- active learning strategies
- reinforcement learning
- learning process
- semi supervised
- sampling methods
- semi supervised learning
- training examples
- gaussian distribution
- differential operators
- sample size
- imbalanced class distribution
- cost sensitive
- generalization error
- unlabeled data
- relevance feedback
- parameter space
- sampled data
- high order
- multi class
- image reconstruction