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Recommender Systems Handbook 2011

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Francesco Ricci, Lior Rokach, Bracha Shapira, Paul B. Kantor:
Recommender Systems Handbook. Springer 2011, ISBN 978-0-387-85819-7

Part 1 / Basic Techniques

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Francesco Ricci, Lior Rokach, Bracha Shapira:
Introduction to Recommender Systems Handbook. 1-35
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Xavier Amatriain, Alejandro Jaimes, Nuria Oliver, Josep M. Pujol:
Data Mining Methods for Recommender Systems. 39-71
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Pasquale Lops, Marco de Gemmis, Giovanni Semeraro:
Content-based Recommender Systems: State of the Art and Trends. 73-105
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Christian Desrosiers, George Karypis:
A Comprehensive Survey of Neighborhood-based Recommendation Methods. 107-144
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Yehuda Koren, Robert M. Bell:
Advances in Collaborative Filtering. 145-186
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Alexander Felfernig, Gerhard Friedrich, Dietmar Jannach, Markus Zanker:
Developing Constraint-based Recommenders. 187-215
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Gediminas Adomavicius, Alexander Tuzhilin:
Context-Aware Recommender Systems. 217-253

Part 2 / Applications and Evaluation of RSs

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Guy Shani, Asela Gunawardana:
Evaluating Recommendation Systems. 257-297
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Riccardo Bambini, Paolo Cremonesi, Roberto Turrin:
A Recommender System for an IPTV Service Provider: a Real Large-Scale Production Environment. 299-331
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Jérôme Picault, Myriam Ribière, David Bonnefoy, Kevin Mercer:
How to Get the Recommender Out of the Lab? 333-365
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Robin D. Burke, Maryam Ramezani:
Matching Recommendation Technologies and Domains. 367-386
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Nikos Manouselis, Hendrik Drachsler, Riina Vuorikari, Hans G. K. Hummel, Rob Koper:
Recommender Systems in Technology Enhanced Learning. 387-415

Part 3 / Interacting with Recommender Systems

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Lorraine McGinty, James Reilly:
On the Evolution of Critiquing Recommenders. 419-453
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Kyung Hyan Yoo, Ulrike Gretzel:
Creating More Credible and Persuasive Recommender Systems: The Influence of Source Characteristics on Recommender System Evaluations. 455-477
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Nava Tintarev, Judith Masthoff:
Designing and Evaluating Explanations for Recommender Systems. 479-510
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Pearl Pu, Boi Faltings, Li Chen, Jiyong Zhang, Paolo Viappiani:
Usability Guidelines for Product Recommenders Based on Example Critiquing Research. 511-545
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Martijn Kagie, Michiel C. van Wezel, Patrick J. F. Groenen:
Map Based Visualization of Product Catalogs. 547-576

Part 4 / Recommender Systems and Communities

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Barry Smyth, Maurice Coyle, Peter Briggs:
Communities, Collaboration, and Recommender Systems in Personalized Web Search. 579-614
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Leandro Balby Marinho, Alexandros Nanopoulos, Lars Schmidt-Thieme, Robert Jäschke, Andreas Hotho, Gerd Stumme, Panagiotis Symeonidis:
Social Tagging Recommender Systems. 615-644
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Patricia Victor, Martine De Cock, Chris Cornelis:
Trust and Recommendations. 645-675
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Judith Masthoff:
Group Recommender Systems: Combining Individual Models. 677-702

Part 5 / Advanced Algorithms

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Gleb Beliakov, Tomasa Calvo, Simon James:
Aggregation of Preferences in Recommender Systems. 705-734
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Neil Rubens, Dain Kaplan, Masashi Sugiyama:
Active Learning in Recommender Systems. 735-767
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Gediminas Adomavicius, Nikos Manouselis, YoungOk Kwon:
Multi-Criteria Recommender Systems. 769-803
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Robin D. Burke, Michael P. O'Mahony, Neil J. Hurley:
Robust Collaborative Recommendation. 805-835

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