Combining Crowd and Expert Labels Using Decision Theoretic Active Learning.
An Thanh NguyenByron C. WallaceMatthew LeasePublished in: HCOMP (2015)
Keyphrases
- decision theoretic
- active learning
- crowd sourced
- annotation effort
- training examples
- expected utility
- learning strategies
- label noise
- decision theory
- pairwise
- unlabeled instances
- decision models
- plan recognition
- human experts
- labeling effort
- active learning strategies
- training set
- training data
- multi label
- selective sampling
- random sampling
- learning algorithm
- batch mode
- goal state
- semi supervised
- markov decision processes
- domain experts
- class labels
- text classification
- learning process
- computational complexity