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Author: Gulden Uchyigit

Affiliation: University of Brighton, United Kingdom

Keyword(s): Recommender systems, web browsing, user modelling.

Related Ontology Subjects/Areas/Topics: Enterprise Information Systems ; Software Agents and Internet Computing ; Web Information Agents

Abstract: The evolution of the WWW has led to an explosion of information and consequentially a significant increase on usage. This avalanche effect has resulted in such uncertain environment in which we find it difficult to clarify what we want, or to find what we need. In this paper we introduce RecSys which aims to confront the problem by developing a software agent which intelligently learns users interests, and hence makes recommendations of resources on WWW based on the user’s profile. The system employs multiple TFIDF vectors to represent various domains of user’s interests. It continuously and progressively learns users profile from both implicit and explicit feedback. This is achieved by extraction and refinement of featured keywords within the learning examples. Several heuristics were also adapted to improve the overall performance of the system.

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Paper citation in several formats:
Uchyigit, G. (2008). A SOFTWARE AGENT FOR CONTENT BASED RECOMMENDATIONS FOR THE WWW. In Proceedings of the Tenth International Conference on Enterprise Information Systems - Volume 5: ICEIS; ISBN 978-989-8111-39-5; ISSN 2184-4992, SciTePress, pages 178-183. DOI: 10.5220/0001720501780183

@conference{iceis08,
author={Gulden Uchyigit.},
title={A SOFTWARE AGENT FOR CONTENT BASED RECOMMENDATIONS FOR THE WWW},
booktitle={Proceedings of the Tenth International Conference on Enterprise Information Systems - Volume 5: ICEIS},
year={2008},
pages={178-183},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001720501780183},
isbn={978-989-8111-39-5},
issn={2184-4992},
}

TY - CONF

JO - Proceedings of the Tenth International Conference on Enterprise Information Systems - Volume 5: ICEIS
TI - A SOFTWARE AGENT FOR CONTENT BASED RECOMMENDATIONS FOR THE WWW
SN - 978-989-8111-39-5
IS - 2184-4992
AU - Uchyigit, G.
PY - 2008
SP - 178
EP - 183
DO - 10.5220/0001720501780183
PB - SciTePress