Gaussian Switch Sampling: A Second Order Approach to Active Learning.
Ryan BenkertMohit PrabhushankarGhassan AlRegibArmin PacharmiEnrique CoronaPublished in: CoRR (2023)
Keyphrases
- active learning
- random sampling
- sampling strategies
- active sampling
- higher order
- stratified sampling
- sample selection
- sampling algorithm
- selective sampling
- learning algorithm
- differential operators
- high speed
- sampling methods
- training examples
- pool based active learning
- semi supervised
- labeled data
- maximum likelihood
- sample size
- machine learning
- high order
- sampling strategy
- imbalanced class distribution
- learning process
- supervised learning
- gaussian model
- class imbalance
- learning strategies
- monte carlo
- sampled data
- denoising
- impulse response
- gaussian noise
- gaussian mixture
- training set
- active learning strategies
- poisson distribution
- decision trees