Recommender systems in e-commerce

Subscribe (Full Service)


	Search: The ACM Digital Library The Guide

	Feedback

Recommender systems in e-commerce

Full text

Pdf (113 KB)

Source

Electronic Commerce archive
Proceedings of the 1st ACM conference on Electronic commerce table of contents

Denver, Colorado, United States

Pages: 158 - 166

Year of Publication: 1999

ISBN:1-58113-176-3

Authors

J. Ben Schafer	GroupLens Research Project, Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN
Joseph Konstan	GroupLens Research Project, Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN
John Riedi	GroupLens Research Project, Department of Computer Science and Engineering, University of Minnesota, Minneapolis, MN

Sponsor

SIGEcom: ACM Special Interest Group on Electronic Commerce

Publisher

ACM New York, NY, USA

Bibliometrics

Downloads (6 Weeks): 144, Downloads (12 Months): 927, Citation Count: 100

Additional Information:

references cited by index terms collaborative colleagues

Tools and Actions:	Request Permissions Review this Article Save this Article to a Binder Display Formats: BibTeX EndNote ACM Ref

DOI Bookmark:	Use this link to bookmark this Article: http://doi.acm.org/10.1145/336992.337035 What is a DOI?

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	Christopher Avery, Paul Resnick, and Richard Zeckhauser 1999. The Market for Evaluations. American Economic Review, 89(3): pp. 564-583.
	2	Marko Balabanović , Yoav Shoham, Fab: content-based, collaborative recommendation, Communications of the ACM, v.40 n.3, p.66-72, March 1997 [doi>10.1145/245108.245124]
	3	Chumki Basu, Haym Hirsh, and William Cohen 1998. Recommendation as classification: using social and contentbased information in recommendation. In Proceedings of the 1998 Workshop on Recommender Systems, pages 11-15.
	4	John S. Breese, David Heckerman, and Carl Kadie 1998. Empirical analysis of predictive algorithms for collaborative filtering. In Proceedings of the 14th Conference on Uncertainty in Artificial Intelligence (UAI-98), pp 43-52.
	5	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]
	6	Joseph A. Konstan , Bradley N. Miller , David Maltz , Jonathan L. Herlocker , Lee R. Gordon , John Riedl, GroupLens: applying collaborative filtering to Usenet news, Communications of the ACM, v.40 n.3, p.77-87, March 1997 [doi>10.1145/245108.245126]
	7	Don Peppers and Martha Rogers 1997. The One to One Future : Building Relationships One Customer at a Time. Bantam Doubleday Dell Publishing.
	8	B. Joseph Pine II 1993. Mass Customization. Harvard Business School Press. Boston, Massachusetts
	9	B. Joseph Pine II, Don Peppers, and Martha Rogers 1995. Do you want to keep your customers forever? Harvard Business SchoolReview, 1995(2): pp. 103-114.
	10	Frederick F. Reichheld and W. Earl Sasser, Jr 1990. Zero Defections: Quality Comes to Services. Harvard Business School Review, 1990(5): pp. 105-111.
	11	Frederick F. Reichheld 1993. Loyalty-Based Management. Harvard Business School Review, 1993(2): pp. 64-73.
	12	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]
	13	Badrul M. Sarwar , Joseph A. Konstan , Al Borchers , Jon Herlocker , Brad Miller , John Riedl, Using filtering agents to improve prediction quality in the GroupLens research collaborative filtering system, Proceedings of the 1998 ACM conference on Computer supported cooperative work, p.345-354, November 14-18, 1998, Seattle, Washington, United States [doi>10.1145/289444.289509]
	14	Ben Shneiderman, Direct manipulation for comprehensible, predictable and controllable user interfaces, Proceedings of the 2nd international conference on Intelligent user interfaces, p.33-39, January 06-09, 1997, Orlando, Florida, United States [doi>10.1145/238218.238281]
	15	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]

CITED BY 100

	Batul J. Mirza , Benjamin J. Keller , Naren Ramakrishnan, Studying Recommendation Algorithms by Graph Analysis, Journal of Intelligent Information Systems, v.20 n.2, p.131-160, March 2003
	Partha Sarathi Dutta , Sandip Debnath , Sandip Sen, A shopper's assistant, Proceedings of the fifth international conference on Autonomous agents, p.59-60, May 2001, Montreal, Quebec, Canada
	Tracy Riggs , Robert Wilensky, An algorithm for automated rating of reviewers, Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries, p.381-387, January 2001, Roanoke, Virginia, United States
	Badrul Sarwar , George Karypis , Joseph Konstan , John Reidl, Item-based collaborative filtering recommendation algorithms, Proceedings of the 10th international conference on World Wide Web, p.285-295, May 01-05, 2001, Hong Kong, Hong Kong
	Ewa Callahan , Jürgen Koenemann, A comparative usability evaluation of user interfaces for online product catalog, Proceedings of the 2nd ACM conference on Electronic commerce, p.197-206, October 17-20, 2000, Minneapolis, Minnesota, United States
	Badrul Sarwar , George Karypis , Joseph Konstan , John Riedl, Analysis of recommendation algorithms for e-commerce, Proceedings of the 2nd ACM conference on Electronic commerce, p.158-167, October 17-20, 2000, Minneapolis, Minnesota, 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
	Kent Wittenburg , Tom Lanning , Michael Heinrichs , Michael Stanton, Parallel bargrams for consumer-based information exploration and choice, Proceedings of the 14th annual ACM symposium on User interface software and technology, November 11-14, 2001, Orlando, Florida
	Sarah Spiekermann , Jens Grossklags , Bettina Berendt, E-privacy in 2nd generation E-commerce: privacy preferences versus actual behavior, Proceedings of the 3rd ACM conference on Electronic Commerce, p.38-47, October 14-17, 2001, Tampa, Florida, USA
	Bradley N. Miller , Istvan Albert , Shyong K. Lam , Joseph A. Konstan , John Riedl, MovieLens unplugged: experiences with an occasionally connected recommender system, Proceedings of the 8th international conference on Intelligent user interfaces, January 12-15, 2003, Miami, Florida, USA
	Jan O. Blom, Challenges for user-centric personalization research, Designing personalized user experiences in eCommerce, Kluwer Academic Publishers, Norwell, MA, 2004
	Michael P. O'Mahony , Neil J. Hurley , Guénolé C.M. Silvestre, Detecting noise in recommender system databases, Proceedings of the 11th international conference on Intelligent user interfaces, January 29-February 01, 2006, Sydney, Australia
	Robin Burke, Interactive Critiquing forCatalog Navigation in E-Commerce, Artificial Intelligence Review, v.18 n.3-4, p.245-267, December 2002
	Daniel Schwabe , Robson Mattos Guimarães , Gustavo Rossi, Cohesive Design of Personalized Web Applications, IEEE Internet Computing, v.6 n.2, p.34-43, March 2002
	Bin Yu , Munindar P. Singh, Searching social networks, Proceedings of the second international joint conference on Autonomous agents and multiagent systems, July 14-18, 2003, Melbourne, Australia
	Mukund Deshpande , George Karypis, Item-based top-N recommendation algorithms, ACM Transactions on Information Systems (TOIS), v.22 n.1, p.143-177, January 2004
	Zan Huang , Hsinchun Chen , Daniel Zeng, Applying associative retrieval techniques to alleviate the sparsity problem in collaborative filtering, ACM Transactions on Information Systems (TOIS), v.22 n.1, p.116-142, January 2004
	Maritza L. Calderón-Benavides , Cristina N. González-Caro , José de J. Pérez-Alcázar , Juan C. García-Díaz , Joaquin Delgado, A comparison of several predictive algorithms for collaborative filtering on multi-valued ratings, Proceedings of the 2004 ACM symposium on Applied computing, March 14-17, 2004, Nicosia, Cyprus
	Anthony Jameson, Adaptive interfaces and agents, The human-computer interaction handbook: fundamentals, evolving technologies and emerging applications, Lawrence Erlbaum Associates, Inc., Mahwah, NJ, 2002
	Sarah Spiekermann, Product context in EC websites: how consumer uncertainty and purchase risk drive navigational needs, Proceedings of the 5th ACM conference on Electronic commerce, May 17-20, 2004, New York, NY, USA
	Marco Degemmis , Pasquale Lops , Giovanni Semeraro , Maria Francesca Costabile , Stefano Paolo Guida , Oriana Licchelli, Improving collaborative recommender systems by means of user profiles, Designing personalized user experiences in eCommerce, Kluwer Academic Publishers, Norwell, MA, 2004
	C. M. Karat , C. Brodie , J. Karat , J. Vergo , S. R. Alpert, Personalizing the user experience on ibm.com, IBM Systems Journal, v.42 n.4, p.686-701, October 2003
	Carolyn Brodie , Clare-Marie Karat , John Karat, Creating an E-commerce environment where consumers are willing to share personal information, Designing personalized user experiences in eCommerce, Kluwer Academic Publishers, Norwell, MA, 2004
	Marco Grimaldi , Pádraig Cunningham, Experimenting with music taste prediction by user profiling, Proceedings of the 6th ACM SIGMM international workshop on Multimedia information retrieval, October 15-16, 2004, New York, NY, USA
	Sander M. Bohte , Enrico Gerding , Han La Poutré, Market-based recommendation: Agents that compete for consumer attention, ACM Transactions on Internet Technology (TOIT), v.4 n.4, p.420-448, November 2004
	Saverio Perugini , Marcos André Gonçalves , Edward A. Fox, Recommender Systems Research: A Connection-Centric Survey, Journal of Intelligent Information Systems, v.23 n.2, p.107-143, September 2004
	Daniel A. Menascé, A Reference Model for Designing an E-Commerce Curriculum, IEEE Concurrency, v.8 n.1, p.82-85, January 2000
	Yu Li , Zuo Meiyun , Bo Yang, Analysis and design of e-supermarket shopping recommender system, Proceedings of the 7th international conference on Electronic commerce, August 15-17, 2005, Xi'an, China
	Cai-Nicolas Ziegler , Georg Lausen , Lars Schmidt-Thieme, Taxonomy-driven computation of product recommendations, Proceedings of the thirteenth ACM international conference on Information and knowledge management, November 08-13, 2004, Washington, D.C., USA
	Eui-Hong (Sam) Han , George Karypis, Feature-based recommendation system, Proceedings of the 14th ACM international conference on Information and knowledge management, October 31-November 05, 2005, Bremen, Germany
	Peter Haddawy , Vu Ha , Angelo Restificar , Benjamin Geisler , John Miyamoto, Preference elicitation via theory refinement, The Journal of Machine Learning Research, 4, 12/1/2003
	Seikyung Jung , Juntae Kim , Jonathan L. Herlocker, Applying Collaborative Filtering for Efficient Document Search, Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence, p.640-643, September 20-24, 2004
	Katarina Stanoevska-Slabeva, Toward a Community-Oriented Design of Internet Platforms, International Journal of Electronic Commerce, v.6 n.3, p.71-95, Number 3/Spring 2002
	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
	Félix Hernández del Olmo , Elena Gaudioso, Evaluation of recommender systems: A new approach, Expert Systems with Applications: An International Journal, v.35 n.3, p.790-804, October, 2008
	A. F. Monk , J. O. Blom, A theory of personalisation of appearance: quantitative evaluation of qualitatively derived data, Behaviour & Information Technology, v.26 n.3, p.237-246, May 2007
	José D. Martín-Guerrero , Paulo J. G. Lisboa , Emilio Soria-Olivas , Alberto Palomares , Emili Balaguer, An approach based on the Adaptive Resonance Theory for analysing the viability of recommender systems in a citizen Web portal, Expert Systems with Applications: An International Journal, v.33 n.3, p.743-753, October, 2007
	Eliseo Reategui , Elisa Boff , John A. Campbell, Using virtual characters in personalized recommendations, ACM SIGCSE Bulletin, v.39 n.1, March 2007
	Ian Pascal Volz, The impact of online music services on the demand for stars in the music industry, Proceedings of the 15th international conference on World Wide Web, May 23-26, 2006, Edinburgh, Scotland
	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
	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
	Yukun Cao , Yunfeng Li, An intelligent fuzzy-based recommendation system for consumer electronic products, Expert Systems with Applications: An International Journal, v.33 n.1, p.230-240, July, 2007
	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
	Ulrike Gretzel , Daniel Fesenmaier, Persuasion in Recommender Systems, International Journal of Electronic Commerce, v.11 n.2, p.81-100, Number 2 / Winter 2006-7
	Sung-Shun Weng , Hui-Ling Chang, Using ontology network analysis for research document recommendation, Expert Systems with Applications: An International Journal, v.34 n.3, p.1857-1869, April, 2008
	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
	Chunyan Miao , Qiang Yang , Haijing Fang , Angela Goh, A cognitive approach for agent-based personalized recommendation, Knowledge-Based Systems, v.20 n.4, p.397-405, May, 2007
	Sandip Sen , Sabyasachi Saha , Karina Hernandez, Buyer agent to enhance consumer awareness: SAATHI, Electronic Commerce Research and Applications, v.6 n.2, p.209-218, Summer 2007
	Daniel M. Fleder , Kartik Hosanagar, Recommender systems and their impact on sales diversity, Proceedings of the 8th ACM conference on Electronic commerce, June 11-15, 2007, San Diego, California, USA
	Neal Lathia , Stephen Hailes , Licia Capra, Private distributed collaborative filtering using estimated concordance measures, Proceedings of the 2007 ACM conference on Recommender systems, October 19-20, 2007, Minneapolis, MN, USA
	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
	Robin Burke, Hybrid Recommender Systems: Survey and Experiments, User Modeling and User-Adapted Interaction, v.12 n.4, p.331-370, November 2002
	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
	Jong Woo Kim , Byung Hun Lee , Michael J. Shaw , Hsin-Lu Chang , Matthew Nelson, Application of Decision-Tree Induction Techniques to Personalized Advertisements on Internet Storefronts, International Journal of Electronic Commerce, v.5 n.3, p.45-62, Number 3/Spring 2001
	Neal Lathia , Stephen Hailes , Licia Capra, The effect of correlation coefficients on communities of recommenders, Proceedings of the 2008 ACM symposium on Applied computing, March 16-20, 2008, Fortaleza, Ceara, Brazil
	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
	Rajatish Mukherjee , Neelima Sajja , Sandip Sen, A Movie Recommendation System—An Application of Voting Theory in User Modeling, User Modeling and User-Adapted Interaction, v.13 n.1-2, p.5-33, February -May 2003
	Heng-Li Yang , Cheng-Shu Wang, Two stages of case-based reasoning - Integrating genetic algorithm with data mining mechanism, Expert Systems with Applications: An International Journal, v.35 n.1-2, p.262-272, July, 2008
	Jonathan L. Herlocker , Joseph A. Konstan, Content-Independent Task-Focused Recommendation, IEEE Internet Computing, v.5 n.6, p.40-47, November 2001
	E. Reategui , E. Boff , J. A. Campbell, Personalization in an interactive learning environment through a virtual character, Computers & Education, v.51 n.2, p.530-544, September, 2008
	Youwei Wang , Weihui Dai , Yufei Yuan, Website browsing aid: A navigation graph-based recommendation system, Decision Support Systems, v.45 n.3, p.387-400, June, 2008
	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
	Chris Ding , Horst D. Simon , Rong Jin , Tao Li, A learning framework using Green's function and kernel regularization with application to recommender system, Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining, August 12-15, 2007, San Jose, California, USA
	Eliseo Reategui , Cristiano Fruet , Danilo Marcondes Filho, Evaluating the impact of different virtual characters in product recommendations, Proceedings of VII Brazilian symposium on Human factors in computing systems, November 19-22, 2006, Natal, RN, Brazil
	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
	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
	Matthew Matlock , Sandip Sen, Effective tag mechanisms for evolving coordination, Proceedings of the 6th international joint conference on Autonomous agents and multiagent systems, May 14-18, 2007, Honolulu, Hawaii
	Hans G. K. Hummel , Bert Van Den Berg , Adriana J. Berlanga , Hendrik Drachsler , Jose Janssen , Rob Nadolski , Rob Koper, Combining social-based and information-based approaches for personalised recommendation on sequencing learning activities, International Journal of Learning Technology, v.3 n.2, p.152-168, August 2007
	Ohbyung Kwon , Jihoon Kim, Concept lattices for visualizing and generating user profiles for context-aware service recommendations, Expert Systems with Applications: An International Journal, v.36 n.2, p.1893-1902, March, 2009
	Hendrik Drachsler , Hans G. K. Hummel , Rob Koper, Personal recommender systems for learners in lifelong learning networks: the requirements, techniques and model, International Journal of Learning Technology, v.3 n.4, p.404-423, July 2008
	Sung-Shun Weng , Binshan Lin , Wen-Tien Chen, Using contextual information and multidimensional approach for recommendation, Expert Systems with Applications: An International Journal, v.36 n.2, p.1268-1279, March, 2009
	Guy Shani , Max Chickering , Christopher Meek, Mining recommendations from the web, Proceedings of the 2008 ACM conference on Recommender systems, October 23-25, 2008, Lausanne, Switzerland
	Hendrik Drachsler , Hans Hummel , Rob Koper, Navigation support for learners in informal learning environments, Proceedings of the 2008 ACM conference on Recommender systems, October 23-25, 2008, Lausanne, Switzerland
	Mike Hart, Do online buying behaviour and attitudes to web personalization vary by age group?, Proceedings of the 2008 annual research conference of the South African Institute of Computer Scientists and Information Technologists on IT research in developing countries: riding the wave of technology, p.86-93, October 06-08, 2008, Wilderness, South Africa
	Xinggang Luo , Yiliu Tu , Jiafu Tang , C. K. Kwong, Optimizing customer's selection for configurable product in B2C e-commerce application, Computers in Industry, v.59 n.8, p.767-776, October, 2008
	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, Exploiting synergies between semantic reasoning and personalization strategies in intelligent recommender systems: A case study, Journal of Systems and Software, v.81 n.12, p.2371-2385, December, 2008
	Neal Lathia , Stephen Hailes , Licia Capra, kNN CF: a temporal social network, Proceedings of the 2008 ACM conference on Recommender systems, October 23-25, 2008, Lausanne, Switzerland
	Valentina Zanardi , Licia Capra, Social ranking: uncovering relevant content using tag-based recommender systems, Proceedings of the 2008 ACM conference on Recommender systems, October 23-25, 2008, Lausanne, Switzerland
	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, An MHP framework to provide intelligent personalized recommendations about digital TV contents, Software—Practice & Experience, v.38 n.9, p.925-960, July 2008
	Hsiao-Fan Wang , Cheng-Ting Wu, A mathematical model for product selection strategies in a recommender system, Expert Systems with Applications: An International Journal, v.36 n.3, p.7299-7308, April, 2009
	Li-Hua Li , Fu-Ming Lee , Yu-Chun Chen , Chieh-Yu Cheng, A multi-stage collaborative filtering approach for mobile recommendation, Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication, January 15-16, 2009, Suwon, Korea
	Sven Laumer , Andreas Eckhardt, Help to find the needle in a haystack: integrating recommender systems in an IT supported staff recruitment system, Proceedings of the special interest group on management information system's 47th annual conference on Computer personnel research, May 28-30, 2009, Limerick, Ireland
	Haibo Yu , Tsunenori Mine , Makoto Amamiya, Agent-Community-based P2P semantic MyPortal information retrieval system architecture, Journal of Embedded Computing, v.3 n.1, p.63-75, January 2009
	Maciej Kiewra , Ngoc Thanh Nguyen, A fuzzy-based method for improving recall values in recommender systems, Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology, v.20 n.1,2, p.89-104, April 2009
	Angel García-Crespo , Javier Chamizo , Ismael Rivera , Myriam Mencke , Ricardo Colomo-Palacios , Juan Miguel Gómez-Berbís, SPETA: Social pervasive e-Tourism advisor, Telematics and Informatics, v.26 n.3, p.306-315, August, 2009
	Giuseppe Carenini , Rita Sharma, Exploring more realistic evaluation measures for collaborative filtering, Proceedings of the 19th national conference on Artifical intelligence, p.749-754, July 25-29, 2004, San Jose, California
	Cheng-Lung Huang , Wei-Liang Huang, Handling sequential pattern decay: Developing a two-stage collaborative recommender system, Electronic Commerce Research and Applications, v.8 n.3, p.117-129, May, 2009
	David H. Stern , Ralf Herbrich , Thore Graepel, Matchbox: large scale online bayesian recommendations, Proceedings of the 18th international conference on World wide web, April 20-24, 2009, Madrid, Spain
	Wei Chu , Seung-Taek Park, Personalized recommendation on dynamic content using predictive bilinear models, Proceedings of the 18th international conference on World wide web, April 20-24, 2009, Madrid, Spain
	Daniel Fleder , Kartik Hosanagar, Blockbuster Culture's Next Rise or Fall: The Impact of Recommender Systems on Sales Diversity, Management Science, v.55 n.5, p.697-712, May 2009
	Yen-Hsien Lee , Tsang-Hsiang Cheng , Ci-Wei Lan , Chih-Ping Wei , Paul Jen-Hwa Hu, Overcoming small-size training set problem in content-based recommendation: a collaboration-based training set expansion approach, Proceedings of the 11th International Conference on Electronic Commerce, August 12-15, 2009, Taipei, Taiwan
	Shao-Shin Hung , Li-Hua Li , Rong-Wang Hsu , Pei-Jung Tsai, The personalized recommendation with bundling strategy based on product consuming period, Proceedings of the international conference on Computational and information science 2009, p.461-469, April 30-May 02, 2009, Houston, USA
	Stefan Siersdorfer , Sergej Sizov, Social recommender systems for web 2.0 folksonomies, Proceedings of the 20th ACM conference on Hypertext and hypermedia, June 29-July 01, 2009, Torino, Italy
	Anil Gürsel , Sandip Sen, Producing timely recommendations from social networks through targeted search, Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems, May 10-15, 2009, Budapest, Hungary
	Silvana Aciar , Josefina López Herrera , Josep Lluis de la Rosa, Integrating information sources for recommender systems, Proceeding of the 2005 conference on Artificial Intelligence Research and Development, p.421-428, May 12, 2005
	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
	Hsaio-Fan Wang , Cheng-Ting Wu, A strategy-oriented operation module for recommender systems in e-commerce, Proceedings of the 9th WSEAS international conference on Applied informatics and communications, p.78-83, August 20-22, 2009, Moscow, Russia
	Sumit Maheshwari , P. Krishna Reddy, Discovering special product features for improving the process of product selection in E-commerce environment, Proceedings of the 11th International Conference on Electronic Commerce, August 12-15, 2009, Taipei, Taiwan