Welcome to the preference learning site
- LPCforSOS Framework (Johannes Fürnkranz)
- Weka extension for Label Ranking (Eyke Hüllermeier)
- SVM-Rank (Thorsten Joachims)
- Preference Learning Toolbox (Georgios Yannakakis)
Datasets
- The Sushi Preference Dataset
- LETOR Benchmark Collection for Learning to Rank
- Label ranking data (semi-synthetic)
- Car Preference Dataset
Research Groups
- Univ. degli Studi di Padova (Fabio Aiolli)
- Universiteit Gent (Bernard De Baets)
- TU Darmstadt (Johannes Fürnkranz)
- Philipps-Universität Marburg (Eyke Hüllermeier)
- Cornell University (Thorsten Joachims)
- Microsoft Research Asia (Tie-Yan Liu)
- MIT (Cynthia Rudin)
- Austalian National University (Scott Sanner)
- FEUP/INESC TEC (Carlos Soares)
- Institute of Digital Games (Georgios Yannakakis)
Workshops
- Reinforcement Learning with Generalized Feedback: Beyond Numeric Rewards (PBRL-13) at ECML/PKDD-13
- Preference Learning: Problems and Applications in Artificial Intelligence (PL-12) at ECAI-12
- Choice Models and Preference Learning (CMPL-11) at NIPS-11
- Preference Learning (PL-10) at ECML/PKDD 2010
- Yahoo! Learning to Rank Challenge Workshop at ICML-10 (Proceedings)
- Preference Learning (PL-09) at ECML/PKDD 2009
- Preference Learning (PL-08) at ECML/PKDD 2008
- Special Session on Learning (with) Preferences at ESANN 2009
- Learning to Rank in Information Retrieval (LR4IR-08) at SIGIR-08
- Learning to Rank in Information Retrieval (LR4IR-07) at SIGIR-07
- Learning to Rank at NIPS 2005
- Preference Learning: Models, Methods, Applications at KI 2003
Tutorials
- Preference Learning (J. Fürnkranz & E. Hüllermeier)
- ECML/PKDD 2010 (Slides, Video)
- DS 2011 (Slides)
- ECAI 2012
- Learning to rank in vector spaces and social networks (Soumen Chakrabarti)
- Learning to rank for information retrieval (Tie-Yan Liu)
- Learning to rank (Yisong Yue, Filip Radlinski)
- Learning to rank (Hang Li)
Special Issues
- Eyke Hüllermeier, Johannes Fürnkranz, Special Issue on Preference Learning and Ranking, Machine Learning.
- Tie-Yan Liu, Thorsten Joachims, Hang Li and Chengxiang Zhai, Special Issue on Learning to Rank for Information Retrieval, Information Retrieval 13(3), 2010.
Books
- Tie-Yan Liu, Learning to Rank for Information Retrieval, Springer-Verlag, 2011.
- Hang Li, Learning to Rank for Information Retrieval and Natural Language Processing, Morgan & Claypool Publishers, 2011.
- Johannes Fürnkranz & Eyke Hüllermeier (eds.) Preference Learning, Springer-Verlag, 2010.
- Tie-Yan Liu, Learning to Rank for Information Retrieval, Foundations and Trends in Information Retrieval 3(3), Now Publishers, 2009.
- Francesca Rossi, Kristen Brent Venable, Toby Walsh, A Short Introduction to Preferences: Between Artificial Intelligence and Social Choice, Morgan & Claypool Publishers, 2011.
- Souhila Kaci, Working with Preferences: Less Is More, Springer-Verlag, 2011.
If you would like to add information, please send an E-mail to info@preference-learning.org.