Active Learning Halfspaces under Margin Assumptions
Alon GonenSivan SabatoShai Shalev-ShwartzPublished in: CoRR (2011)
Keyphrases
- active learning
- half spaces
- training set
- generalization error
- random sampling
- selective sampling
- machine learning
- support vector
- semi supervised
- concept classes
- maximum margin
- label noise
- supervised learning
- relevance feedback
- pool based active learning
- learning process
- agnostic learning
- data sets
- imbalanced data classification
- target concept
- training examples
- semi supervised learning
- learning algorithm
- batch mode
- cross validation
- learning strategies
- crowd sourced
- active learning strategies
- multi class