Generating Pseudo Test Collections for Learning to Rank Scientific Articles.
Richard BerendsenManos TsagkiasMaarten de RijkeEdgar MeijPublished in: CLEF (2012)
Keyphrases
- learning to rank
- test collection
- scientific articles
- information retrieval
- relevance judgments
- retrieval effectiveness
- retrieval systems
- relevant documents
- average precision
- scientific literature
- retrieval model
- evaluation measures
- document collections
- topic modeling
- language model
- ranking functions
- evaluation metrics
- relevance assessments
- user feedback
- ad hoc retrieval
- information retrieval evaluation
- digital libraries
- loss function
- ir evaluation
- information extraction
- query dependent
- natural language processing
- text mining
- feature selection