Ricci, Francesco

Recommender Systems Handbook

Ricci, Francesco - Recommender Systems Handbook, ebook


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ISBN: 9780387858203
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Table of contents

1. Introduction to Recommender Systems Handbook
Francesco Ricci, Lior Rokach, Bracha Shapira

2. Data Mining Methods for Recommender Systems
Xavier Amatriain, Alejandro Jaimes*, Nuria Oliver, Josep M. Pujol

3. Content-based Recommender Systems: State of the Art and Trends
Pasquale Lops, Marco Gemmis, Giovanni Semeraro

4. A Comprehensive Survey of Neighborhood-based Recommendation Methods
Christian Desrosiers, George Karypis

5. Advances in Collaborative Filtering
Yehuda Koren, Robert Bell

6. Developing Constraint-based Recommenders
Alexander Felfernig, Gerhard Friedrich, Dietmar Jannach, Markus Zanker

7. Context-Aware Recommender Systems
Gediminas Adomavicius, Alexander Tuzhilin

8. Evaluating Recommendation Systems
Guy Shani, Asela Gunawardana

9. A Recommender System for an IPTV Service Provider: a Real Large-Scale Production Environment
Riccardo Bambini, Paolo Cremonesi, Roberto Turrin

10. How to Get the Recommender Out of the Lab?
Jérome Picault, Myriam Ribière, David Bonnefoy, Kevin Mercer

11. Matching Recommendation Technologies and Domains
Robin Burke, Maryam Ramezani

12. Recommender Systems in Technology Enhanced Learning
Nikos Manouselis, Hendrik Drachsler, Riina Vuorikari, Hans Hummel, Rob Koper

13. On the Evolution of Critiquing Recommenders
Lorraine McGinty, James Reilly

14. Creating More Credible and Persuasive Recommender Systems: The Influence of Source Characteristics on Recommender System Evaluations
Kyung-Hyan Yoo, Ulrike Gretzel

15. Designing and Evaluating Explanations for Recommender Systems
Nava Tintarev, Judith Masthoff

16. Usability Guidelines for Product Recommenders Based on Example Critiquing Research
Pearl Pu, Boi Faltings, Li Chen, Jiyong Zhang, Paolo Viappiani

17. Map Based Visualization of Product Catalogs
Martijn Kagie, Michiel Wezel, Patrick J.F. Groenen

18. Communities, Collaboration, and Recommender Systems in Personalized Web Search
Barry Smyth, Maurice Coyle, Peter Briggs

19. Social Tagging Recommender Systems
Leandro Balby Marinho, Alexandros Nanopoulos, Lars Schmidt-Thieme, Robert Jäschke, Andreas Hotho, Gerd Stumme, Panagiotis Symeonidis

20. Trust and Recommendations
Patricia Victor, Martine Cock, Chris Cornelis

21. Group Recommender Systems: Combining Individual Models
Judith Masthoff

22. Aggregation of Preferences in Recommender Systems
Gleb Beliakov, Tomasa Calvo, Simon James

23. Active Learning in Recommender Systems
Neil Rubens, Dain Kaplan, Masashi Sugiyama

24. Multi-Criteria Recommender Systems
Gediminas Adomavicius, Nikos Manouselis, YoungOk Kwon

25. Robust Collaborative Recommendation
Robin Burke, Michael P. O’Mahony, Neil J. Hurley

Keywords: Computer Science, Artificial Intelligence (incl. Robotics), Information Storage and Retrieval, Data Mining and Knowledge Discovery, e-Commerce/e-business, User Interfaces and Human Computer Interaction, Database Management

Publication year
Page amount
29 pages
Information Technology, Telecommunications

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