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Adaptive personal agents

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Abstract

Personal agents are an important advance in the management of electronic information. Accurate user profiling is critical to the personalisation of agent-based services. In this paper we describe a framework for personal agents, which provides a range of services using a common user profile. The user profile is automatically learned from observation of the electronic documents a user reads, and tracks user interests over time. We report on a large trial of this framework, which has given us important insights into the effectiveness of personal agent applications. In particular we discuss the benefits obtained from the use of a common profile and the interoperation of several personal agent applications.

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References

  1. Maes P. Agents that reduce work and information overload. Commun ACM 1994; 37(7):31–40

    Google Scholar 

  2. Lashkari Y, Metral M, Maes P. Collaborative interface agents. In: Proceedings of the 12th National Conference on Artificial Intelligence, Seattle, WA. AAAI Press, 1994; 444–450

  3. Dent L, Boticario J, McDermott J et al. A personal learning apprentice. In: Proceedings of the 10th National Conference on Artificial Intelligence, San Jose, CA. AAAI Press, 1992; 96–103

  4. Rhodes BJ, Starner T. Remembrance agent: a continuously automated information retrieval system. In: Proceedings, First International Conference on the Practical Application of Intelligent Agents and Multi-Agent Technology. London, 1996

  5. Soltysiak SJ, Crabtree IB. Knowing me, knowing you: practical issues in the personalisation of agent technology. In: Proceedings, 3rd International Conference on the Practical Application of Agents and Multi-Agent Technology (PAAM 98), London, 1998

  6. Hensley P, Metral M, Shardanand U, Converse D, Myers M. Proposal for an open profiling standard. Technical note, w3c, 2 June 1997. Available at http://www.w3.org/TR/NOTE-OPS-FrameWork.html

  7. Crabtree IB, Soltysiak SJ. Identifying and tracking changing interests. In: Ferguson I (ed) IJCAI-97 Workshop notes on AI in digital libraries, Nagoya, Japan, 1997. Int J Digital Libraries, 1998; 2(1):38–53

  8. Soltysiak SJ, Crabtree IB. Automatic learning of user profiles — towards the personalisation of agent services. Br Telecom Technol J 1998; 16(3):110–117

    Google Scholar 

  9. Foner L. A multi-agent referral system for matchmaking. In: Proceedings, First international Conference on the Practical Application of Intelligent Agents and Multi-Agent Technology. London, UK, 1996

  10. Foner L, Crabtree IB. Multi-agent matchmaking. In: Nwana HS, Azarmi N (eds) Software agents and soft computing. Springer, Berlin Heidelberg New York, 1997 (Lecture Notes in Artificial Intelligence 1198)

    Google Scholar 

  11. Fisk D. An application of social filtering to movie recommendation. In: Nwana HS, Azarmi N (eds) Software agents and soft computing. Springer, Berlin Heidelberg New York, 1997 (Lecture Notes in Artificial Intelligence 1198)

    Google Scholar 

  12. http://www.firefly.net/

  13. Hyman P. PANDORA — the broadminded electronic newspaper. MSc Dissertation, University of London, October 1997

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Correspondence to S. J. Soltysiak.

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Crabtree, I.B., Soltysiak, S.J. & Thint, M.P. Adaptive personal agents. Personal Technologies 2, 141–151 (1998). https://doi.org/10.1007/BF01321172

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