Preference Learning: An Introduction / Johannes Fürnkranz ; Eyke Hüllermeier |
A Preference Optimization Based Unifying Framework for Supervised Learning Problems / Fabio Aiolli ; Alessandro Sperduti |
Label Ranking / Part I: |
Label Ranking Algorithms: A Survey / Shankar Vembu ; Thomas Gärtner |
Preference Learning and Ranking by Pairwise Comparison |
Decision Tree Modeling for Ranking Data / Philip L.H. Yu ; Wai Ming Wan ; Paul H. Lee |
Co-Regularized Least-Squares for Label Ranking / Evgeni Tsivtsivadze ; Tapio Pahikkala ; Jorma Boberg ; Tapio Salakoski ; Tom Heskes |
Instance Ranking / Part II: |
A Survey on ROC-Based Ordinal Regression / Willem Waegeman ; Bernard De Baets |
Ranking Cases with Classification Rules / Jianping Zhang ; Jerzy W. Bala ; Ali Hadjarian ; Brent Han |
Object Ranking / Part III: |
A Survey and Empirical Comparison of Object Ranking Methods / Toshihiro Kamishima ; Hideto Kazawa ; Shotaro Akaho |
Dimension Reduction for Object Ranking |
Learning of Rule Ensembles for Multiple Attribute Ranking Problems / Krzysztof Dembczynski ; Wojciech Kotlowski ; Roman Slowinski ; Marcin Szelag |
Preferences in Multi-Attribute Domains / Part IV: |
Learning Lexicographic Preference Models / Fusun Yaman ; Thomas J. Walsh ; Michael L. Littman ; Marie desJardins |
Learning Ordinal Preferences on Multiattribute Domains: The Case of CP-nets / Yann Chevaleyre ; Frédéric Koriche ; Jérome Lang ; Jérome Mengin ; Bruno Zanuttini |
Choice-Based Conjoint Analysis: Classification vs. Discrete Choice Models / Joachim Giesen ; Klaus Mueller ; Bilyana Taneva ; Peter Zolliker |
Learning Aggregation Operators for Preference Modeling / Vicenç Torra |
Preferences in Information Retrieval / Part V: |
Evaluating Search Engine Relevance with Click-Based Metrics / Filip Radlinski ; Madhu Kurup ; Thorsten Joachims |
Learning SVM Ranking Functions from User Feedback Using Document Metadata and Active Learning in the Biomedical Domain / Robert Arens |
Preferences in Recommender Systems / Part VI: |
Learning Preference Models in Recommender Systems / Marco de Gemmis ; Leo Iaquinta ; Pasquale Lops ; Cataldo Musto ; Fedelucio Narducci ; Giovanni Semeraro |
Collaborative Preference Learning / Alexandros Karatzoglou ; Markus Weimer |
Discerning Relevant Model Features in a Content-Based Collaborative Recommender System / Alejandro BellogÃn ; Iván Cantador ; Pablo Castells ; Ãlvaro Ortigosa |
Subject Index |
Author Index |
Preference Learning: An Introduction / Johannes Fürnkranz ; Eyke Hüllermeier |
A Preference Optimization Based Unifying Framework for Supervised Learning Problems / Fabio Aiolli ; Alessandro Sperduti |
Label Ranking / Part I: |