Recommender Systems Handbook [2011]
Francesco Ricci, Lior Rokach, Bracha Shapira, Paul B. Kantor (Eds.) / Springer (출판: 28 Oct 2010)
Introduction to Recommender Systems Handbook
Francesco Ricci, Lior Rokach, Bracha Shapira
(http://www.inf.unibz.it/~ricci/papers/intro-rec-sys-handbook.pdf)
Part I - Basic Techniques
- Data Mining Methods for Recommender Systems
Xavier Amatriain, Alejandro Jaimes, Nuria Oliver, Josep M. Pujol - Content-based Recommender Systems: State of the Art and Trends
Pasquale Lops, Marco de Gemmis, Giovanni Semeraro
[참고] Content-Based Recommendation Systems - A Comprehensive Survey of Neighborhood-based Recommendation Methods
Christian Desrosiers, George Karypis - Advances in Collaborative Filtering
Yehuda Koren, Robert M. Bell - Developing Constraint-based Recommenders
Alexander Felfernig, Gerhard Friedrich, Dietmar Jannach, Markus Zanker - Context-Aware Recommender Systems
Gediminas Adomavicius, Alexander Tuzhilin
Part 2 - Applications and Evaluation of Recommender Systems
- Evaluating Recommendation Systems
Guy Shani, Asela Gunawardana - A Recommender System for an IPTV Service Provider: a Real Large-Scale Production Environment
Riccardo Bambini, Paolo Cremonesi, Roberto Turrin - How to Get the Recommender Out of the Lab?
Jérôme Picault, Myriam Ribière, David Bonnefoy, Kevin Mercer - Matching Recommendation Technologies and Domains
Robin D. Burke, Maryam Ramezani
[참고] http://www.scitech.au.edu/forum/index.php?action=dlattach;topic=125.0;attach=289 - Recommender Systems in Technology Enhanced Learning
Nikos Manouselis, Hendrik Drachsler, Riina Vuorikari, Hans G. K. Hummel, Rob Koper
Part 3 - Interacting with Recommender Systems
- On the Evolution of Critiquing Recommenders
Lorraine McGinty, James Reilly - Creating More Credible and Persuasive Recommender Systems: The Influence of Source Characteristics on Recommender System Evaluations
Kyung Hyan Yoo, Ulrike Gretzel - Designing and Evaluating Explanations for Recommender Systems
Nava Tintarev, Judith Masthoff - Usability Guidelines for Product Recommenders Based on Example Critiquing Research
Pearl Pu, Boi Faltings, Li Chen, Jiyong Zhang, Paolo Viappiani - Map Based Visualization of Product Catalogs
Martijn Kagie, Michiel C. van Wezel, Patrick J. F. Groenen
[참고] A Graphical Shopping Interface Based on Product Attributes
Part 4 - Recommender Systems and Communities
- Communities, Collaboration, and Recommender Systems in Personalized Web Search
Barry Smyth, Maurice Coyle, Peter Briggs - Social Tagging Recommender Systems
Leandro Balby Marinho, Alexandros Nanopoulos, Lars Schmidt-Thieme, Robert Jäschke, Andreas Hotho, Gerd Stumme, Panagiotis Symeonidis - Trust and Recommendations
Patricia Victor, Martine De Cock, Chris Cornelis - Group Recommender Systems: Combining Individual Models
Judith Masthoff
Part 5 - Advanced Algorithms
- Aggregation of Preferences in Recommender Systems
Gleb Beliakov, Tomasa Calvo, Simon James - Active Learning in Recommender Systems
Neil Rubens, Dain Kaplan, Masashi Sugiyama - Multi-Criteria Recommender Systems
Gediminas Adomavicius, Nikos Manouselis, YoungOk Kwon - Robust Collaborative Recommendation
Robin Burke, Michael P. O'Mahony, Neil J. Hurley
[참고] Collaborative Recommendation: A Robustness Analysis