Integrating Active Learning with Supervision for Crowdsourcing Generalization.
Zhenyu ShuVictor S. ShengYang ZhangDianhong WangJing ZhangHeng ChenPublished in: ICMLA (2015)
Keyphrases
- active learning
- crowd sourced
- learning strategies
- semi supervised
- learning algorithm
- training set
- batch mode active learning
- learning process
- supervised learning
- selective sampling
- machine learning
- annotation effort
- experimental design
- random sampling
- sample complexity
- amazon mechanical turk
- online learning
- neural network
- cost sensitive
- training examples
- semi supervised learning
- active learning strategies
- user feedback
- generalization error
- class imbalance
- labeled data