Active Learning Using Smooth Relative Regret Approximations with Applications.
Nir AilonRon BegleiterEsther EzraPublished in: COLT (2012)
Keyphrases
- active learning
- online learning
- lower bound
- random sampling
- learning strategies
- semi supervised
- learning algorithm
- closed form
- approximation methods
- labeled data
- selective sampling
- experimental design
- machine learning
- binary classification
- batch mode
- smooth surfaces
- sample selection
- pool based active learning
- game theory
- loss function
- semi supervised learning
- supervised learning
- relevance feedback
- training set
- decision trees