Reaching the End of Unbiasedness: Uncovering Implicit Limitations of Click-Based Learning to Rank.
Harrie OosterhuisPublished in: CoRR (2022)
Keyphrases
- learning to rank
- ranking functions
- information retrieval
- web search
- loss function
- query dependent
- behavioral targeting
- document retrieval
- evaluation measures
- direct optimization
- search engine
- collaborative filtering
- user behavior
- ranking svm
- evaluation metrics
- learning to rank algorithms
- data sets
- ranking list
- supervised learning
- online advertising
- relevance judgments
- average precision
- user feedback
- retrieval effectiveness
- test collection
- pairwise
- balancing exploration and exploitation