MetaCart Sign in to MyCiteSeerX

Include Citations | Advanced Search | Help

Disambiguated Search | Include Citations | Advanced Search | Help

An Adaptive Web Page Recommendation Service (1997) [100 citations — 0 self]

by Marko Balabanovic
Add To MetaCart

Abstract:

An adaptive recommendation service seeks to adapt to its users, providing increasingly personalized recommendations over time. In this paper we introduce the "Fab" adaptive web page recommendation service. There has been much research on analyzing document content in order to improve recommendations or search results. More recently researchers have begun to explore how the similarities between users can be exploited to the same ends. The Fab system strikes a balance between these two approaches, taking advantage of the shared interests among users without losing the benefits of the representations provided by content analysis. Running since March 1996, it has been populated with a collection of agents for the collection and selection of web pages, whose interaction fosters emergent collaborative properties. In this paper we explain the design of the system architecture and report the results of our first experiment, evaluating recommendations provided to a group of test users. 1 Introd...

Citations

2329 Introduction to modern information retrieval – Salton - 1983
1636 Indexing by latent semantic analysis – Deerwester, Dumais, et al. - 1990
663 GroupLens: An open architecture for collaborative filtering of netnews – Resnick, Iacovou, et al. - 1994
620 Social Information Filtering: Algorithms for Automating "Word of Mouth" SIGCHI '95 – Shardanand, Maes - 1995
594 Relevance feedback in information retrieval – Rocchio - 1971
468 An agent that assists web browsing – Lieberman - 1995
299 Learning to filter netnews – Lang - 1995
278 Webwatcher: A learning apprentice for the world wide web – Armstrong, Freitag, et al. - 1995
246 Syskill & Webert: Identifying interesting web sites – Pazzani, Muramatzu, et al. - 1996
198 Personalized Information Delivery: An Analysis of Information Filtering Methods – Foltz, Dumais - 1992
174 Overview of the Third Text REtrieval Conference – Harman - 1995
134 A comparison of classifiers and document representations for the routing problem – Schütze, Hull, et al. - 1995
114 Automatic query expansion using SMART: TREC 3 – Buckley, Salton, et al. - 1994
112 Learning Information Retrieval Agents: Experiements with Automated Web Browsing – Balabanovic, Shoam - 1995
109 Relevance: a review of and a framework for the thinking on the notion in information science – Saracevic - 1975
105 Evolving Agents for Personalized Information Filtering – Sheta, Maes - 1993
57 An algorithm for suffix stripping. Program 14(3):130–137 – Porter - 1980
39 Evaluation of evaluation in information retrieval – Saracevic - 1995
34 Relevance assessments and retrieval system evaluation – Lesk, Salton - 1966
27 Relevance feedback with too much data – Allan - 1995
13 Web-agent related research at the CMT – Mauldin, Leavitt - 1994
7 Psychometric measurement and information retrieval – Rorvig - 1988
2 EP: The optimal number of response alternatives for a scale: a review. Journal of marketing research – Cox - 1980
1 Semantic properties of selective evaluative adjectives: Other evidence – Mittelstaedt - 1971