One-Round Active Learning through Data Utility Learning and Proxy Models.
Jiachen T. WangSi ChenRuoxi JiaPublished in: Trans. Mach. Learn. Res. (2023)
Keyphrases
- active learning
- accurate models
- data sets
- learned models
- prior knowledge
- training data
- database
- learning algorithm
- data collection
- learning tasks
- learning models
- historical data
- background knowledge
- raw data
- learning process
- data quality
- supervised learning
- hidden variables
- experimental data
- data structure
- feature selection
- structured prediction
- statistical methods
- learning systems
- data analysis
- labeled data
- neural network
- probabilistic model
- online learning
- end users
- input data
- training examples
- image data
- original data
- predictive model
- data points
- semi supervised
- learning problems
- text classification
- data processing
- model selection
- high dimensional data