RankingSHAP - Listwise Feature Attribution Explanations for Ranking Models.
Maria HeussMaarten de RijkeAvishek AnandPublished in: CoRR (2024)
Keyphrases
- learning to rank
- ranking models
- ranking functions
- learning to rank algorithms
- web search
- loss function
- ranking algorithm
- benchmark datasets
- information retrieval
- query dependent
- ranking svm
- evaluation measures
- feature vectors
- pairwise classification
- feature set
- relevance judgments
- clickthrough data
- pairwise
- directly optimize
- test collection
- document retrieval
- collaborative filtering
- supervised learning
- evaluation metrics
- cost sensitive
- machine learning
- web search engines
- machine learning algorithms
- reinforcement learning
- feature extraction
- normalized discounted cumulative gain