Practical Strategies of Active Learning to Rank for Web Search.
Qingzhong WangHaifang LiHaoyi XiongWen WangJiang BianYu LuShuaiqiang WangZhicong ChengJingbo ZhouDawei YinDejing DouPublished in: CoRR (2022)
Keyphrases
- learning to rank
- web search
- ranking functions
- query dependent
- web search engines
- loss function
- information retrieval
- ranking models
- search engine
- evaluation metrics
- ranking svm
- evaluation measures
- learning to rank algorithms
- direct optimization
- document retrieval
- collaborative filtering
- query logs
- test collection
- clickthrough data
- retrieval systems
- web pages
- user queries
- user feedback
- document collections
- supervised learning
- directly optimize
- multimedia