Recommendation as Classification: Using Social and Content-Based Information in Recommendation (1998)  (Make Corrections)  (65 citations)
Chumki Basu, Haym Hirsh, et al.

 @ NUS   Home/Search   Context   Related

 
View or download:
att.com/~wcohen/pos...aaai98collab.ps
rutgers.edu/pub/hirsh/papers...aaai1.ps
umass.edu/~aseltin..._classification.ps
Cached:  PS.gz  PS  PDF  Image  Update  Help

From:  att.com/~wcohen/ (more)
From:  rutgers.edu/~hirsh...publications
(Enter author homepages)

Rate this article: (best)
  Comment on this article  
(Enter summary)

Abstract: Recommendation systems make suggestions about artifacts to a user. For instance, they may predict whether a user would be interested in seeing a particular movie. Social recomendation methods collect ratings of artifacts from many individuals and use nearest-neighbor techniques to make recommendations to a user concerning new artifacts. However, these methods do not use the significant amount of other information that is often available about the nature of each artifact --- such as cast lists... (Update)

Cited by:   More
Comparing Performance of Recommendation Techniques.. - Esmaili, Neshati.. (2006)   (Correct)
Building on-line sales assistance systems with ADVISOR SUITE - Jannach, Kreutler (2004)   (Correct)
User Profiling in Personal . . . - Godoy, al. (2005)   (Correct)

Active bibliography (related documents):   More   All
0.5:   ReferralWeb: A Resource Location System Guided by Personal Relations - Shah (1997)   (Correct)
0.2:   An Adaptive Web Page Recommendation Service - Balabanovic (1997)   (Correct)
0.2:   Learning to Classify Text from Labeled and Unlabeled Documents - Nigam (1998)   (Correct)

Similar documents based on text:   More   All
0.4:   Who's Who in Recommender Systems - Workshop Attendees Using (2001)   (Correct)
0.3:   Technical Paper Recommendation: A Study in.. - Basu, Hirsh.. (2001)   (Correct)
0.3:   Collaborative Filtering Approach for Software Function.. - Ohsugi, Monden, Morisaki (2002)   (Correct)

Related documents from co-citation:   More   All
33:   word of mouth (context) - Shardanand, Maes - 1995
28:   Empirical analysis of predictive algorithms for collaborative filtering - Breese, Heckerman et al. - 1998
27:   Learning collaborative information filters - Billsus, Pazzani - 1998

BibTeX entry:   (Update)

C. Basu, H. Hirsh, and W. W. Cohen. Recommendation as classification: Using social and content-based information in recommendation. In Proceedings of the Fifteenth National Conference on Artificial Intelligence, pages 714--720, Madison, WI, July 1998. http://citeseer.comp.nus.edu.sg/120504.html   More

@misc{ basu98recommendation,
  author = "C. Basu and H. Hirsh and W. Cohen",
  title = "Recommendation as classification: Using social and content-based information
    in recommendation",
  text = "C. Basu, H. Hirsh, and W. W. Cohen. Recommendation as classification: Using
    social and content-based information in recommendation. In Proceedings of
    the Fifteenth National Conference on Artificial Intelligence, pages 714--720,
    Madison, WI, July 1998.",
  year = "1998",
  url = "citeseer.comp.nus.edu.sg/120504.html" }
Citations (may not include all citations):
248   Fast Effective Rule Induction - Cohen - 1995
111   Recommending and Evaluating Choices in a Virtual Community o.. (context) - Hill, Stead et al. - 1995
88   Learning Trees and Rules with Setvalued Features - Cohen - 1996
25   Evaluating Text Categorization - Lewis - 1991
9   and Billsus (context) - Freeman, Muramatsu - 1996
6   FeatureBased and Clique-Based User Models for Movie Selectio.. (context) - Karunanithi, Alspector - 1996
2   Communications of the ACM Vol (context) - Balabanovic, Shoham - 1997
1   Mathematical Statistics with Applications (context) - California, Scheaffer et al. - 1981
1   Statistics: concepts and controversies (context) - Press, edition - 1985



The graph only includes citing articles where the year of publication is known.


Documents on the same site (http://www.research.att.com/~wcohen/):   More
Learning Approximate Control Rules Of High Utility - Cohen (1990)   (Correct)
Learning to Order Things - Cohen, Schapire, Singer (1998)   (Correct)
WHIRL: A Word-based Information Representation Language - Cohen (1998)   (Correct)

Online articles have much greater impact   More about CiteSeer.IST at NUS   Add search form to your site   Submit documents   Feedback  

CiteSeer.IST at NUS - Copyright Penn State and NEC. Hosted by the School of Computing, National University of Singapore.