Active Learning from Multiple Knowledge Sources.
Yan YanRómer RosalesGlenn FungFaisal FarooqBharat RaoJennifer G. DyPublished in: AISTATS (2012)
Keyphrases
- multiple knowledge sources
- active learning
- knowledge sources
- multi agent
- collaborative learning
- labeled data
- supervised learning
- selective sampling
- batch mode
- learning strategies
- random sampling
- learning algorithm
- experimental design
- semi supervised learning
- machine learning
- relevance feedback
- semi supervised
- domain knowledge
- training set
- online learning
- pool based active learning
- active learning strategies
- sample selection
- expert systems
- learning process
- domain specific
- generalization error
- class imbalance
- sample complexity
- cost sensitive
- clustering algorithm
- training examples
- small number
- knowledge based systems