Deep Bayesian Active Learning for Learning to Rank: A Case Study in Answer Selection (Extended Abstract).
Qunbo WangWenjun WuYuxing QiYongchi ZhaoPublished in: ICDE (2023)
Keyphrases
- extended abstract
- learning to rank
- active learning
- active sampling
- ranking functions
- loss function
- supervised learning
- information retrieval
- ranking svm
- evaluation measures
- document retrieval
- selective sampling
- collaborative filtering
- semi supervised
- learning to rank algorithms
- evaluation metrics
- direct optimization
- exploration exploitation dilemma
- query dependent
- learning algorithm
- test collection
- ranking algorithm
- directly optimize
- probabilistic model
- similarity measure