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Towards Improved Partner Selection Using Recommendations and Trust
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Keung, Sarah N. Lim Choi and Griffiths, Nathan (2008) Towards Improved Partner Selection Using Recommendations and Trust. In: 11th International Workshop on Trust in Agent Societies, Estoril, Portugal, May 12-13, 2008. Published in: Lecture Notes in Computer Science, Vol.5396 pp. 43-64.
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Official URL: http://dx.doi.org/10.1007/978-3-540-92803-4
Abstract
Agents in open and dynamic environments face the challenge of uncertainty while interacting with others to achieve their goals. They face quick and unforeseen changes to the behaviour of other agents and the population itself, as agents join and leave at will. Since agents are assumed to be self-interested, it is essential for them to be able to choose the most reliable interaction partners to maximise the success of their interactions. Efficient agent selection requires information about their behaviour in different situations. This information can be obtained from direct experience as well as from recommendations. This paper presents a trust and reputation model, which allows agents to select interaction partners efficiently by adapting quickly to a dynamic environment. Our approach is built upon a number of components from several existing models to assess trustworthiness from direct interactions and recommendations. We take a multidimensional approach to evaluate trust and reputation and include indirect recommendations as another source of trust. This reinforces our previous work on recommendation sharing, which includes information about the recency and relevance of interactions, allowing ail evaluator to select recommenders based on trust.
| Item Type: | Conference Item (UNSPECIFIED) |
|---|---|
| Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software |
| Divisions: | Faculty of Science > Computer Science |
| Series Name: | LECTURE NOTES IN ARTIFICIAL INTELLIGENCE |
| Journal or Publication Title: | Lecture Notes in Computer Science |
| Publisher: | Springer |
| ISBN: | 978-3-540-92802-7 |
| ISSN: | 0302-9743 |
| Editor: | Falcone, R and Barber, SK and SabaterMir, J and Singh, MP |
| Date: | 2008 |
| Volume: | Vol.5396 |
| Number of Pages: | 22 |
| Page Range: | pp. 43-64 |
| Identification Number: | 10.1007/978-3-540-92803-4 |
| Status: | Peer Reviewed |
| Publication Status: | Published |
| Access rights to Published version: | Restricted or Subscription Access |
| Title of Event: | 11th International Workshop on Trust in Agent Societies |
| Type of Event: | Workshop |
| Location of Event: | Estoril, Portugal |
| Date(s) of Event: | May 12-13, 2008 |
| URI: | http://wrap.warwick.ac.uk/id/eprint/28430 |
Data sourced from Thomson Reuters' Web of Knowledge
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