Active Learning for Ranking through Expected Loss Optimization.
Bo LongJiang BianOlivier ChapelleYa ZhangYoshiyuki InagakiYi ChangPublished in: IEEE Trans. Knowl. Data Eng. (2015)
Keyphrases
- expected loss
- active learning
- error rate
- machine learning
- learning strategies
- training examples
- decision rules
- learning algorithm
- constrained optimization
- optimization process
- random sampling
- optimization algorithm
- optimization problems
- semi supervised
- supervised learning
- selective sampling
- global optimization
- learning process
- pattern recognition
- optimization method
- training set
- ranking algorithm
- fuzzy logic
- link analysis
- experimental design
- batch mode
- relevance feedback
- sample selection
- web search