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GroupLens: applying collaborative filtering to Usenet news

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Communications of the ACM archive
Volume 40 , Issue 3 (March 1997) table of contents

Pages: 77 - 87

Year of Publication: 1997

ISSN:0001-0782

Authors

Joseph A. Konstan	Computer Science Department, The University of Minnesota, Minneapolis and Net Perceptions, Eden Prairie, Minn.
Bradley N. Miller	Net Perceptions, Inc., Eden Prairie, Minn.
David Maltz	Computer Science Department, Carnegie Mellon University
Jonathan L. Herlocker	computer science Department, The University of Minnesota
Lee R. Gordon	Net Perceptions, Inc., Eden Prairie, Minn. and The University of Minnesota, Minneapolis
John Riedl	computer Science Department, University of Minnesota, Net Perceptions, Inc.

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ACM New York, NY, USA

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Downloads (6 Weeks): 52, Downloads (12 Months): 393, Citation Count: 237

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references cited by index terms collaborative colleagues

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REFERENCES

Note: OCR errors may be found in this Reference List extracted from the full text article. ACM has opted to expose the complete List rather than only correct and linked references.

	1	David Goldberg , David Nichols , Brian M. Oki , Douglas Terry, Using collaborative filtering to weave an information tapestry, Communications of the ACM, v.35 n.12, p.61-70, Dec. 1992 [doi>10.1145/138859.138867]
	2	Will Hill , Larry Stead , Mark Rosenstein , George Furnas, Recommending and evaluating choices in a virtual community of use, Proceedings of the SIGCHI conference on Human factors in computing systems, p.194-201, May 07-11, 1995, Denver, Colorado, United States [doi>10.1145/223904.223929]
	3	Maltz, D. Distributing information for collaborative filtering on Usenet net news. Master's thesis, M.I.T. Department of EECS, Cambridge, Mass. May 1994.
	4	David Maltz , Kate Ehrlich, Pointing the way: active collaborative filtering, Proceedings of the SIGCHI conference on Human factors in computing systems, p.202-209, May 07-11, 1995, Denver, Colorado, United States [doi>10.1145/223904.223930]
	5	Miller, B., Riedl, J. and Konstan, J. Experiences with GroupLens: Making Usenet useful again. In Proceedings of the 1997 Usenix Winter Technical Conj%ence. Jan. 1997.
	6	Miller, B., Riedl, J., Konstan, J., Resnick, P., Maltz, D. and Herlocker, J. The GroupLens Protocol Specification. http://www.cs.umn.edu/Research/GroupLens/protocol.html.
	7	Masahiro Morita , Yoichi Shinoda, Information filtering based on user behavior analysis and best match text retrieval, Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval, p.272-281, July 03-06, 1994, Dublin, Ireland
	8	Paul Resnick , Neophytos Iacovou , Mitesh Suchak , Peter Bergstrom , John Riedl, GroupLens: an open architecture for collaborative filtering of netnews, Proceedings of the 1994 ACM conference on Computer supported cooperative work, p.175-186, October 22-26, 1994, Chapel Hill, North Carolina, United States [doi>10.1145/192844.192905]
	9	Upendra Shardanand , Pattie Maes, Social information filtering: algorithms for automating “word of mouth”, Proceedings of the SIGCHI conference on Human factors in computing systems, p.210-217, May 07-11, 1995, Denver, Colorado, United States [doi>10.1145/223904.223931]
	10	Yah, T. and Garcia-Molina, H. SIFT: A tool for wide-area information dissemination. In Proceedings of the USENIX 1995 Winter Technical Conj%ence. (Jan. 1995) Usenix Assoc., New Orleans, La

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	Joshua Alspector , Aleksander Kolcz , Nachimuthu Karunanithi, Comparing feature-based and clique-based user models for movie selection, Proceedings of the third ACM conference on Digital libraries, p.11-18, June 23-26, 1998, Pittsburgh, Pennsylvania, United States
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	Anupam Joshi, On proxy agents, mobility, and web access, Mobile Networks and Applications, v.5 n.4, p.233-241, Dec. 2000
	Martin Svensson , Kristina Höök , Jarmo Laaksolahti , Annika Waern, Social navigation of food recipes, Proceedings of the SIGCHI conference on Human factors in computing systems, p.341-348, March 2001, Seattle, Washington, United States
	Charu C. Aggarwal , Joel L. Wolf , Kun-Lung Wu , Philip S. Yu, Horting hatches an egg: a new graph-theoretic approach to collaborative filtering, Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining, p.201-212, August 15-18, 1999, San Diego, California, United States
	Barry Smyth , Keith Bradley , Rachael Rafter, Personalization techniques for online recruitment services, Communications of the ACM, v.45 n.5, May 2002
	Josef Fink , Alfred Kobsa, User Modeling for Personalized City Tours, Artificial Intelligence Review, v.18 n.1, p.33-74, September 2002
	Luis Mateus Rocha, TalkMine: a soft computing approach to adaptive knowledge recommendation, Soft computing agents: new trends for designing autonomous systems, Physica-Verlag GmbH, Heidelberg, Germany, 2002
	David W. McDonald , Mark S. Ackerman, Just talk to me: a field study of expertise location, Proceedings of the 1998 ACM conference on Computer supported cooperative work, p.315-324, November 14-18, 1998, Seattle, Washington, United States
	George Karypis, Evaluation of Item-Based Top-N Recommendation Algorithms, Proceedings of the tenth international conference on Information and knowledge management, October 05-10, 2001, Atlanta, Georgia, USA
	Hye-Young Paik , Boualem Benatallah , Rachid Hamadi, Dynamic Restructuring of E-Catalog Communities Based on User Interaction Patterns, World Wide Web, v.5 n.4, p.325-366, 2002
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	Diane Kelly , Jaime Teevan, Implicit feedback for inferring user preference: a bibliography, ACM SIGIR Forum, v.37 n.2, p.18-28, Fall 2003
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	Michael Chau , Daniel Zeng , Hsinchun Chen , Michael Huang , David Hendriawan, Design and evaluation of a multi-agent collaborative Web mining system, Decision Support Systems, v.35 n.1, p.167-183, 01 April 2003
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	Sung Ho Ha , Sung Min Bae , Sang Chan Park, Customer's time-variant purchase behavior and corresponding marketing strategies: an online retailer's case, Computers and Industrial Engineering, v.43 n.4, p.801-820, September 2002
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	Rachael Rafter , Barry Smyth, Conversational Collaborative Recommendation --- An Experimental Analysis, Artificial Intelligence Review, v.24 n.3-4, p.301-318, November 2005
	Ryen W. White , Joemon M. Jose , Ian Ruthven, An implicit feedback approach for interactive information retrieval, Information Processing and Management: an International Journal, v.42 n.1, p.166-190, January 2006
	Craig Boutilier , Relu Patrascu , Pascal Poupart , Dale Schuurmans, Constraint-based optimization and utility elicitation using the minimax decision criterion, Artificial Intelligence, v.170 n.8, p.686-713, June 2006
	Hung-Jen Lai , Ting-Peng Liang , Y. C. Ku, Customized Internet news services based on customer profiles, Proceedings of the 5th international conference on Electronic commerce, p.225-229, September 30-October 03, 2003, Pittsburgh, Pennsylvania
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	Jennifer Golbeck, Trust on the world wide web: a survey, Foundations and Trends in Web Science, v.1 n.2, p.131-197, January 2006
	Andrew I. Schein , Alexandrin Popescul , Lyle H. Ungar , David M. Pennock, CROC: A New Evaluation Criterion for Recommender Systems, Electronic Commerce Research, v.5 n.1, p.51-74, January 2005
	Ting-Peng Liang , Hung-Jen Lai , Yi-Cheng Ku, Personalized Content Recommendation and User Satisfaction: Theoretical Synthesis and Empirical Findings, Journal of Management Information Systems, v.23 n.3, p.45-70, Number 3 / Winter 2006-7
	Gianluigi Greco , Sergio Greco , Ester Zumpano, Collaborative Filtering Supporting Web Site Navigation, AI Communications, v.17 n.3, p.155-166, August 2004
	Alfred Kobsa , Jürgen Koenemann , Wolfgang Pohl, Personalised hypermedia presentation techniques for improving online customer relationships, The Knowledge Engineering Review, v.16 n.2, p.111-155, March 2001
	Derry O'Sullivan , Barry Smyth , David C. Wilson , Kieran Mcdonald , Alan Smeaton, Improving the Quality of the Personalized Electronic Program Guide, User Modeling and User-Adapted Interaction, v.14 n.1, p.5-36, February 2004
	Eugene Agichtein , Eric Brill , Susan Dumais , Robert Ragno, Learning user interaction models for predicting web search result preferences, Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval, August 06-11, 2006, Seattle, Washington, USA
	Doug Beeferman , Adam Berger, Agglomerative clustering of a search engine query log, Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, p.407-416, August 20-23, 2000, Boston, Massachusetts, United States
	Angi Voss , Keiichi Nakata , Marcus Juhnke, Concept indexing, Proceedings of the international ACM SIGGROUP conference on Supporting group work, p.1-10, November 14-17, 1999, Phoenix, Arizona, United States
	David W. McDonald , Mark S. Ackerman, Expertise recommender: a flexible recommendation system and architecture, Proceedings of the 2000 ACM conference on Computer supported cooperative work, p.231-240, December 2000, Philadelphia, Pennsylvania, United States
	Slobodan Vucetic , Zoran Obradovic, Collaborative Filtering Using a Regression-Based Approach, Knowledge and Information Systems, v.7 n.1, p.1-22, January 2005
	Markus Zanker , Sergiu Gordea, Recommendation-based browsing assistance for corporate knowledge portals, Proceedings of the 2006 ACM symposium on Applied computing, April 23-27, 2006, Dijon, France
	Eugene Agichtein , Eric Brill , Susan Dumais, Improving web search ranking by incorporating user behavior information, Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval, August 06-11, 2006, Seattle, Washington, USA
	Seung-Taek Park , David Pennock , Omid Madani , Nathan Good , Dennis DeCoste, Naïve filterbots for robust cold-start recommendations, Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, August 20-23, 2006, Philadelphia, PA, USA
	Darren Cambridge, Supporting the development of a national constellation of communities of practice in the scholarship of teaching and learning through the use of intelligent agents, Proceedings of the 1999 conference on Computer support for collaborative learning, p.9-es, December 12-15, 1999, Palo Alto, California
	Carlos Iván Chesñevar , Ana Gabriela Maguitman , Guillermo Ricardo Simari, Argument-based critics and recommenders: a qualitative perspective on user support systems, Data & Knowledge Engineering, v.59 n.2, p.293-319, November 2006
	Sean M. McNee , Nishikant Kapoor , Joseph A. Konstan, Don't look stupid: avoiding pitfalls when recommending research papers, Proceedings of the 2006 20th anniversary conference on Computer supported cooperative work, November 04-08, 2006, Banff, Alberta, Canada
	Olfa Nasraoui , Jeff Cerwinske , Carlos Rojas , Fabio Gonzalez, Collaborative filtering in dynamic usage environments, Proceedings of the 15th ACM international conference on Information and knowledge management, November 06-11, 2006, Arlington, Virginia, USA
	Sílvio César Cazella , Eliseo Reategui , Luis Otávio Campos Alvares, E-commerce recommenders' authority: applying the user's opinion relevance in recommender systems, Proceedings of the 12th Brazilian symposium on Multimedia and the web, November 19-22, 2006, Natal, Rio Grande do Norte, Brazil
	George Lekakos , George M. Giaglis, Improving the prediction accuracy of recommendation algorithms: Approaches anchored on human factors, Interacting with Computers, v.18 n.3, p.410-431, May, 2006
	Mark O'Connor , Dan Cosley , Joseph A. Konstan , John Riedl, PolyLens: a recommender system for groups of users, Proceedings of the seventh conference on European Conference on Computer Supported Cooperative Work, p.199-218, September 16-20, 2001, Bonn, Germany
	Yiyang Zhang , Jianxin (Roger) Jiao, An associative classification-based recommendation system for personalization in B2C e-commerce applications, Expert Systems with Applications: An International Journal, v.33 n.2, p.357-367, August, 2007
	Johan Bollen , Michael L. Nelson , Gary Geisler , Raquel Araujo, Usage derived recommendations for a video digital library, Journal of Network and Computer Applications, v.30 n.3, p.1059-1083, August, 2007
	Seikyung Jung , Jonathan L. Herlocker , Janet Webster, Click data as implicit relevance feedback in web search, Information Processing and Management: an International Journal, v.43 n.3, p.791-807, May, 2007
	Chun Zeng , Chun-Xiao Xing , Li-Zhu Zhou , Xiao-Hui Zheng, Similarity Measure and Instance Selection for Collaborative Filtering, International Journal of Electronic Commerce, v.8 n.4, p.115-129, Number 4/Summer 2004
	S. Sendhilkumar , T. V. Geetha, Personalized ontology for web search personalization, Proceedings of the 1st Bangalore annual Compute conference, January 18-20, 2008, Bangalore, India
	Thomas Tran, Designing recommender systems for e-commerce: an integration approach, Proceedings of the 8th international conference on Electronic commerce: The new e-commerce: innovations for conquering current barriers, obstacles and limitations to conducting successful business on the internet, August 13-16, 2006, Fredericton, New Brunswick, Canada
	Wadee S. Al halabi , Miroslav Kubat , Moiez Tapia, Time spent on a web page is sufficient to infer a user's interest, IASTED European Conference on Proceedings of the IASTED European Conference: internet and multimedia systems and applications, p.41-46, March 14-16, 2007, Chamonix, France
	Charu C. Aggarwal , Philip S. Yu, An automated system for web portal personalization, Proceedings of the 28th international conference on Very Large Data Bases, p.1031-1040, August 20-23, 2002, Hong Kong, China
	Ting-Peng Liang , Yung-Fang Yang , Deng-Neng Chen , Yi-Cheng Ku, A semantic-expansion approach to personalized knowledge recommendation, Decision Support Systems, v.45 n.3, p.401-412, June, 2008
	Ioannis Arapakis , Joemon M. Jose , Philip D. Gray, Affective feedback: an investigation into the role of emotions in the information seeking process, Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval, July 20-24, 2008, Singapore, Singapore
	Alberto Díaz , Pablo Gervás, Personalisation in news delivery systems: Item summarization and multi-tier item selection using relevance feedback, Web Intelligence and Agent System, v.3 n.3, p.135-154, July 2005
	Baoyao Zhou , Siu Cheung Hui , Alvis Cheuk Ming Fong, Efficient sequential access pattern mining for web recommendations, International Journal of Knowledge-based and Intelligent Engineering Systems, v.10 n.2, p.155-168, April 2006
	Ayhan Demiriz, Enhancing Product Recommender Systems on Sparse Binary Data, Data Mining and Knowledge Discovery, v.9 n.2, p.147-170, September 2004
	Sergio Flesca , Sergio Greco , Andrea Tagarelli , Ester Zumpano, Mining User Preferences, Page Content and Usage to Personalize Website Navigation, World Wide Web, v.8 n.3, p.317-345, September 2005
	Mei-Hua Hsu, Proposing an ESL recommender teaching and learning system, Expert Systems with Applications: An International Journal, v.34 n.3, p.2102-2110, April, 2008
	Graciela Garcia , Ruth Cobos, ESMAP: A Multi-agent Platform for Extending a Knowledge Management System, Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence, p.59-65, December 18-22, 2006
	Henri Avancini , Leonardo Candela , Umberto Straccia, Recommenders in a personalized, collaborative digital library environment, Journal of Intelligent Information Systems, v.28 n.3, p.253-283, June 2007
	Alexandros Nanopoulos , Yannis Manolopoulos, Efficient similarity search for market basket data, The VLDB Journal — The International Journal on Very Large Data Bases, v.11 n.2, p.138-152, October 2002
	Hahn-Ming Lee , Chi-Chun Huang , Tzu-Ting Kao, Personalized Course Navigation Based on Grey Relational Analysis, Applied Intelligence, v.22 n.2, p.83-92, March 2005
	Douglas W. Oard, The State of the Art in Text Filtering, User Modeling and User-Adapted Interaction, v.7 n.3, p.141-178, 1997
	Josef Fink , Alfred Kobsa, A Review and Analysis of Commercial User Modeling Servers for Personalization on the World Wide Web, User Modeling and User-Adapted Interaction, v.10 n.2-3, p.209-249, 2000
	Joshua Alspector , Aleksander Koicz , N. Karunanithi, Feature-based and Clique-based User Models for Movie Selection: A Comparative Study, User Modeling and User-Adapted Interaction, v.7 n.4, p.279-304, 1997
	Uri Hanani , Bracha Shapira , Peretz Shoval, Information Filtering: Overview of Issues, Research and Systems, User Modeling and User-Adapted Interaction, v.11 n.3, p.203-259, August 2001
	Annika Wærn, User Involvement in Automatic Filtering: An Experimental Study, User Modeling and User-Adapted Interaction, v.14 n.2-3, p.201-237, June 2004
	Bamshad Mobasher , Honghua Dai , Tao Luo , Miki Nakagawa, Discovery and Evaluation of Aggregate Usage Profiles for Web Personalization, Data Mining and Knowledge Discovery, v.6 n.1, p.61-82, January 2002
	Ian M. Soboroff , Charles K. Nicholas, Related, but not Relevant: Content-Based Collaborative Filtering in TREC-8, Information Retrieval, v.5 n.2-3, p.189-208, April-July 2002
	Ken Goldberg , Theresa Roeder , Dhruv Gupta , Chris Perkins, Eigentaste: A Constant Time Collaborative Filtering Algorithm, Information Retrieval, v.4 n.2, p.133-151, July 2001
	Neil Rubens , Masashi Sugiyama, Influence-based collaborative active learning, Proceedings of the 2007 ACM conference on Recommender systems, October 19-20, 2007, Minneapolis, MN, USA
	Tao Li , Sarabjot Singh Anand, Diva: a variance-based clustering approach for multi-type relational data, Proceedings of the sixteenth ACM conference on Conference on information and knowledge management, November 06-10, 2007, Lisbon, Portugal
	R. D. Lawrence , G. S. Almasi , V. Kotlyar , M. S. Viveros , S. S. Duri, Personalization of Supermarket Product Recommendations, Data Mining and Knowledge Discovery, v.5 n.1-2, p.11-32, January-April 2001
	J. Ben Schafer , Joseph A. Konstan , John Riedl, E-Commerce Recommendation Applications, Data Mining and Knowledge Discovery, v.5 n.1-2, p.115-153, January-April 2001
	Simon Masterton , Stuart Watt, Oracles, Bards, and Village Gossips, or Social Roles and Meta Knowledge Management, Information Systems Frontiers, v.2 n.3-4, p.299-315, October-November 2000
	Kwok-Wai Cheung , Lily F. Tian, Learning User Similarity and Rating Style for Collaborative Recommendation, Information Retrieval, v.7 n.3-4, p.395-410, September-December 2004
	Mark Claypool , David Brown , Phong Le , Makoto Waseda, Inferring User Interest, IEEE Internet Computing, v.5 n.6, p.32-39, November 2001
	Jonathan L. Herlocker , Joseph A. Konstan, Content-Independent Task-Focused Recommendation, IEEE Internet Computing, v.5 n.6, p.40-47, November 2001
	Naren Ramakrishnan , Benjamin J. Keller , Batul J. Mirza , Ananth Y. Grama , George Karypis, Privacy Risks in Recommender Systems, IEEE Internet Computing, v.5 n.6, p.54-62, November 2001
	A. Felfernig , R. Burke, Constraint-based recommender systems: technologies and research issues, Proceedings of the 10th international conference on Electronic commerce, August 19-22, 2008, Innsbruck, Austria
	Yun Chi , Shenghuo Zhu , Yihong Gong , Yi Zhang, Probabilistic polyadic factorization and its application to personalized recommendation, Proceeding of the 17th ACM conference on Information and knowledge management, October 26-30, 2008, Napa Valley, California, USA
	Ya-Yueh Shih , Duen-Ren Liu, Product recommendation approaches: Collaborative filtering via customer lifetime value and customer demands, Expert Systems with Applications: An International Journal, v.35 n.1-2, p.350-360, July, 2008
	Chih-Ping Wei , Chin-Sheng Yang , Han-Wei Hsiao, A collaborative filtering-based approach to personalized document clustering, Decision Support Systems, v.45 n.3, p.413-428, June, 2008
	Bhaskar Mehta , Wolfgang Nejdl, Attack resistant collaborative filtering, Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval, July 20-24, 2008, Singapore, Singapore
	Giancarlo Ruffo , Rossano Schifanella, A peer-to-peer recommender system based on spontaneous affinities, ACM Transactions on Internet Technology (TOIT), v.9 n.1, p.1-34, February 2009
	Buhwan Jeong , Jaewook Lee , Hyunbo Cho, An iterative semi-explicit rating method for building collaborative recommender systems, Expert Systems with Applications: An International Journal, v.36 n.3, p.6181-6186, April, 2009
	Cai-Nicolas Ziegler , Georg Lausen , Joseph A. Konstan, On exploiting classification taxonomies in recommender systems, AI Communications, v.21 n.2-3, p.97-125, April 2008
	Il Im , Alexander Hars, Does a one-size recommendation system fit all? the effectiveness of collaborative filtering based recommendation systems across different domains and search modes, ACM Transactions on Information Systems (TOIS), v.26 n.1, p.4-es, November 2007
	Tong Queue Lee , Young Park , Yong-Tae Park, A time-based approach to effective recommender systems using implicit feedback, Expert Systems with Applications: An International Journal, v.34 n.4, p.3055-3062, May, 2008
	Kyoung-jae Kim , Hyunchul Ahn, A recommender system using GA K-means clustering in an online shopping market, Expert Systems with Applications: An International Journal, v.34 n.2, p.1200-1209, February, 2008
	Reid Priedhorsky , Benjamin Jordan , Loren Terveen, How a personalized geowiki can help bicyclists share information more effectively, Proceedings of the 2007 international symposium on Wikis, p.93-98, October 21-25, 2007, Montreal, Quebec, Canada
	Yolanda Blanco-Fernández , José J. Pazos-Arias , Alberto Gil-Solla , Manuel Ramos-Cabrer , Martín López-Nores , Jorge García-Duque , Ana Fernández-Vilas , Rebeca P. Díaz-Redondo , Jesús Bermejo-Muñoz, A flexible semantic inference methodology to reason about user preferences in knowledge-based recommender systems, Knowledge-Based Systems, v.21 n.4, p.305-320, May, 2008
	Hyung Jun Ahn, A new similarity measure for collaborative filtering to alleviate the new user cold-starting problem, Information Sciences: an International Journal, v.178 n.1, p.37-51, January, 2008
	Sarabjot Singh Anand , Patricia Kearney , Mary Shapcott, Generating semantically enriched user profiles for Web personalization, ACM Transactions on Internet Technology (TOIT), v.7 n.4, p.22-es, October 2007
	Hyung Ahn, Utilizing Popularity Characteristics for Product Recommendation, International Journal of Electronic Commerce, v.11 n.2, p.59-80, Number 2 / Winter 2006-7
	Yi Zhang , Jonathan Koren, Efficient bayesian hierarchical user modeling for recommendation system, Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval, July 23-27, 2007, Amsterdam, The Netherlands
	Long-Sheng Chen , Fei-Hao Hsu , Mu-Chen Chen , Yuan-Chia Hsu, Developing recommender systems with the consideration of product profitability for sellers, Information Sciences: an International Journal, v.178 n.4, p.1032-1048, February, 2008
	Robert Bell , Yehuda Koren , Chris Volinsky, Modeling relationships at multiple scales to improve accuracy of large recommender systems, Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, August 12-15, 2007, San Jose, California, USA
	Kristina Lerman, Dynamics of collaborative document rating systems, Proceedings of the 9th WebKDD and 1st SNA-KDD 2007 workshop on Web mining and social network analysis, p.46-55, August 12-12, 2007, San Jose, California
	Blaz Fortuna , Eduarda Mendes Rodrigues , Natasa Milic-Frayling, Improving the classification of newsgroup messages through social network analysis, Proceedings of the sixteenth ACM conference on Conference on information and knowledge management, November 06-10, 2007, Lisbon, Portugal
	Charalampos Vassiliou , Dimitris Stamoulis , Drakoulis Martakos, A hybrid content-based clustering architecture: minimising uncertainty in personalised multimedia content, International Journal of Intelligent Systems Technologies and Applications, v.1 n.3/4, p.319-345, June 2006
	Nikos Karacapilidis , Lefteris Hatzieleftheriou, A hybrid framework for similarity-based recommendations, International Journal of Business Intelligence and Data Mining, v.1 n.1, p.107-121, July 2005
	Ann Heylighen , Mathias Casaer , Herman Neuckermans, UnaWare: supporting tacit design knowledge exchange, International Journal of Web Based Communities, v.2 n.1, p.31-44, January 2006
	Navin Goyal , Yury Lifshits , Hinrich Schütze, Disorder inequality: a combinatorial approach to nearest neighbor search, Proceedings of the international conference on Web search and web data mining, February 11-12, 2008, Palo Alto, California, USA
	Jonathan Koren , Yi Zhang , Xue Liu, Personalized interactive faceted search, Proceeding of the 17th international conference on World Wide Web, April 21-25, 2008, Beijing, China
	Eerika Savia , Kai Puolamäki , Samuel Kaski, Latent grouping models for user preference prediction, Machine Learning, v.74 n.1, p.75-109, January 2009
	Andrew Walker , Mimi M. Recker , Kimberly Lawless , David Wiley, Collaborative Information Filtering: A Review and an Educational Application, International Journal of Artificial Intelligence in Education, v.14 n.1, p.3-28, January 2004
	Ana-Belen Gil-Gonzalez , Francisco Garcia-Penalvo, Multiagent system for learning objects retrieval with context attributes, International Journal of Computer Applications in Technology, v.33 n.4, p.320-326, January 2009
	Mercedes Sanchez , Maria N. Moreno , Saddys Segrera , Vivian Lopez, Framework for the development of a personalised recommender system with integrated web-mining functionalities, International Journal of Computer Applications in Technology, v.33 n.4, p.312-319, January 2009
	Duen-Ren Liu , Chin-Hui Lai , Chiu-Wen Huang, Document recommendation for knowledge sharing in personal folder environments, Journal of Systems and Software, v.81 n.8, p.1377-1388, August, 2008
	Nathan N. Liu , Qiang Yang, EigenRank: a ranking-oriented approach to collaborative filtering, Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval, July 20-24, 2008, Singapore, Singapore
	Vinod Krishnan , Pradeep Kumar Narayanashetty , Mukesh Nathan , Richard T. Davies , Joseph A. Konstan, Who predicts better?: results from an online study comparing humans and an online recommender system, Proceedings of the 2008 ACM conference on Recommender systems, October 23-25, 2008, Lausanne, Switzerland
	Kristina Lerman, Social Information Processing in News Aggregation, IEEE Internet Computing, v.11 n.6, p.16-28, November 2007
	Kristina Lerman, Social Information Processing in News Aggregation, IEEE Internet Computing, v.11 n.6, p.16-28, November 2007
	Alexander Felfernig , Gerhard Friedrich , Lars Schmidt-Thieme, Guest Editors' Introduction: Recommender Systems, IEEE Intelligent Systems, v.22 n.3, p.18-21, May 2007
	Brynn M. Evans , Ed H. Chi, Towards a model of understanding social search, Proceedings of the ACM 2008 conference on Computer supported cooperative work, November 08-12, 2008, San Diego, CA, USA
	Cane Wing-ki Leung , Stephen Chi-fai Chan , Fu-lai Chung, An empirical study of a cross-level association rule mining approach to cold-start recommendations, Knowledge-Based Systems, v.21 n.7, p.515-529, October, 2008
	Bin Zhu , Hsinchun Chen, Communication-Garden System: Visualizing a computer-mediated communication process, Decision Support Systems, v.45 n.4, p.778-794, November, 2008
	Alexander Brodsky , Sylvia Morgan Henshaw , Jon Whittle, CARD: a decision-guidance framework and application for recommending composite alternatives, Proceedings of the 2008 ACM conference on Recommender systems, October 23-25, 2008, Lausanne, Switzerland
	Brynn M. Evans , Ed H. Chi, Towards a model of understanding social search, Proceeding of the 2008 ACM workshop on Search in social media, October 30-30, 2008, Napa Valley, California, USA
	Reid Priedhorsky , Loren Terveen, The computational geowiki: what, why, and how, Proceedings of the ACM 2008 conference on Computer supported cooperative work, November 08-12, 2008, San Diego, CA, USA
	James Lanagan , Alan F. Smeaton, Query independent measures of annotation and annotator impact, Proceedings of the WSDM '09 Workshop on Exploiting Semantic Annotations in Information Retrieval, February 09-09, 2009, Barcelona, Spain
	Markus Zanker , Markus Jessenitschnig, Case-studies on exploiting explicit customer requirements in recommender systems, User Modeling and User-Adapted Interaction, v.19 n.1-2, p.133-166, February 2009
	Jason J. Jung , Hojin Lee , Kwang Sun Choi, Contextualized Recommendation Based on Reality Mining From Mobile Subscribers, Cybernetics and Systems, v.40 n.2, p.160-175, February 2009
	Mei-Hua Hsu , Shihmin Cheng, Toward an optimum combination of English teachers for objective teaching, Expert Systems with Applications: An International Journal, v.36 n.3, p.5942-5947, April, 2009
	Bob Price , Paul R. Messinger, Optimal recommendation sets: covering uncertainty over user preferences, Proceedings of the 20th national conference on Artificial intelligence, p.541-548, July 09-13, 2005, Pittsburgh, Pennsylvania
	Jason J. Jung, Contextualized mobile recommendation service based on interactive social network discovered from mobile users, Expert Systems with Applications: An International Journal, v.36 n.9, p.11950-11956, November, 2009
	Ting-Chun Peng , Seng-cho T. Chou, iTrustU: a blog recommender system based on multi-faceted trust and collaborative filtering, Proceedings of the 2009 ACM symposium on Applied Computing, March 08-12, 2009, Honolulu, Hawaii
	Gui-Rong Xue , Jie Han , Yong Yu , Qiang Yang, User language model for collaborative personalized search, ACM Transactions on Information Systems (TOIS), v.27 n.2, p.1-28, February 2009
	Yoke-Jin Teh , Choo-Yee Ting , Somnuk Phon-Amnuaisuk, Establishing a Probabilistic Model for Cognitive Learning Style, Proceeding of the 2005 conference on Towards Sustainable and Scalable Educational Innovations Informed by the Learning Sciences: Sharing Good Practices of Research, Experimentation and Innovation, p.468-475, May 14, 2005
	S. Sendhilkumar , T. V. Geetha, Architecture for effective personalised web search, International Journal of Computer Applications in Technology, v.35 n.2/3/4, p.219-233, June 2009
	Tiffany Y. Tang , Gordon McCalla, A Multi-Dimensional Paper Recommender, Proceeding of the 2007 conference on Artificial Intelligence in Education: Building Technology Rich Learning Contexts That Work, p.653-655, June 08, 2007
	Yin Zhang , Yueting Zhuang , Jiangqin Wu , Liang Zhang, Applying probabilistic latent semantic analysis to multi-criteria recommender system, AI Communications, v.22 n.2, p.97-107, April 2009
	Jiaqian Zheng , Xiaoyuan Wu , Junyu Niu , Alvaro Bolivar, Substitutes or complements: another step forward in recommendations, Proceedings of the tenth ACM conference on Electronic commerce, July 06-10, 2009, Stanford, California, USA
	Barry Smyth , Lorraine McGinty, The power of suggestion, Proceedings of the 18th international joint conference on Artificial intelligence, p.127-132, August 09-15, 2003, Acapulco, Mexico
	Ming Li , Benjamin M. Dias , Ian Jarman , Wael El-Deredy , Paulo J.G. Lisboa, Grocery shopping recommendations based on basket-sensitive random walk, Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining, June 28-July 01, 2009, Paris, France
	Simon Masterton, The virtual participant: lessons to be learned from a case-based tutor's assistant, Proceedings of the 2nd international conference on Computer support for collaborative learning, p.186-196, December 10-14, 1997, Toronto, Ontario, Canada
	Cynthia A. Thompson , Mehmet H. Göker , Pat Langley, A personalized system for conversational recommendations, Journal of Artificial Intelligence Research, v.21 n.1, p.393-428, January 2004
	Paolo Viappiani , Boi Faltings , Pearl Pu, Preference-based search using example-critiquing with suggestions, Journal of Artificial Intelligence Research, v.27 n.1, p.465-503, September 2006
	Chumki Basu , Haym Hirsh , William W. Cohen , Craig Nevill-Manning, Technical paper recommendation: a study in combining multiple information sources, Journal of Artificial Intelligence Research, v.14 n.1, p.231-252, January 2001
	David C. Wilson , Suzanne Leland , Kenneth Godwin , Andrew Baxter , Ashley Levy , Jamie Smart , Nadia Najjar , Jayakrishnan Andaparambil, The law of choice and the decision not to decide, Proceedings of the 20th national conference on Innovative applications of artificial intelligence, p.1640-1647, July 13-17, 2008, Chicago, Illinois
	Derry O'Sullivan , Barry Smyth , David Wilson, Explicit vs implicit profiling: a case-study in electronic programme guides, Proceedings of the 18th international joint conference on Artificial intelligence, p.1351-1353, August 09-15, 2003, Acapulco, Mexico
	Rachael Rafter , Barry Smyth, Item selection strategies for collaborative filtering, Proceedings of the 18th international joint conference on Artificial intelligence, p.1437-1439, August 09-15, 2003, Acapulco, Mexico