Online Active Learning with Surrogate Loss Functions.
Giulia DeSalvoClaudio GentileTobias Sommer ThunePublished in: NeurIPS (2021)
Keyphrases
- loss function
- active learning
- pairwise
- learning to rank
- support vector
- squared error
- logistic regression
- loss minimization
- risk minimization
- semi supervised
- reproducing kernel hilbert space
- empirical risk
- update rules
- machine learning
- training examples
- supervised learning
- relevance feedback
- learning theory
- pairwise constraints
- bregman divergences
- learning algorithm
- hinge loss