Active Learning for Nonlinear System Identification with Guarantees.
Horia ManiaMichael I. JordanBenjamin RechtPublished in: J. Mach. Learn. Res. (2022)
Keyphrases
- active learning
- random sampling
- selective sampling
- supervised learning
- semi supervised
- learning strategies
- online learning
- experimental design
- machine learning
- training set
- cost sensitive
- learning algorithm
- pool based active learning
- transfer learning
- unlabeled data
- training examples
- active learning strategies
- labeled data
- case study
- website
- neural network
- databases
- multi class
- special case
- generalization error
- learning process
- batch mode
- annotation effort
- batch mode active learning