Active Learning from Imperfect Labelers.
Songbai YanKamalika ChaudhuriTara JavidiPublished in: NIPS (2016)
Keyphrases
- active learning
- labeled data
- supervised learning
- semi supervised
- learning algorithm
- online learning
- random sampling
- learning strategies
- training examples
- learning process
- training set
- machine learning
- selective sampling
- semi supervised learning
- relevance feedback
- random selection
- crowd sourced
- annotation effort
- partial information
- pool based active learning
- unlabeled data
- training data
- case study
- information retrieval
- cost sensitive
- incremental learning
- batch mode
- decision trees
- genetic algorithm