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Addressing concept drift in reputation assessment
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Player, Caroline and Griffiths, Nathan (2018) Addressing concept drift in reputation assessment. In: The 17th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2018), Stockholm, Sweden, 10-15 Jul 2018. Published in: AAMAS '18 Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems pp. 2048-2050.
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WRAP-AAMAS-addressing-concept-drift-reputation-assessment-Player-Griffiths-2018.pdf - Accepted Version - Requires a PDF viewer. Download (832Kb) | Preview |
Official URL: https://dl.acm.org/citation.cfm?id=3238067
Abstract
In this paper, we address the limitations of existing methods to select representative data for trust assessment when agent behaviours can change at varying speeds and times across a system. We propose a method that uses concept drift detection to identify and exclude unrepresentative past experiences, and show that our approach is more robust to dynamic agent behaviours.
Item Type: | Conference Item (Paper) | ||||||
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Subjects: | Q Science > QA Mathematics > QA76 Electronic computers. Computer science. Computer software | ||||||
Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||||
Library of Congress Subject Headings (LCSH): | Multiagent systems, Algorithms | ||||||
Journal or Publication Title: | AAMAS '18 Proceedings of the 17th International Conference on Autonomous Agents and MultiAgent Systems | ||||||
Publisher: | IFAAMAS | ||||||
Official Date: | 24 January 2018 | ||||||
Dates: |
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Page Range: | pp. 2048-2050 | ||||||
Status: | Peer Reviewed | ||||||
Publication Status: | Published | ||||||
Access rights to Published version: | Restricted or Subscription Access | ||||||
Date of first compliant deposit: | 4 June 2018 | ||||||
Date of first compliant Open Access: | 6 June 2018 | ||||||
RIOXX Funder/Project Grant: |
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Conference Paper Type: | Paper | ||||||
Title of Event: | The 17th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2018) | ||||||
Type of Event: | Conference | ||||||
Location of Event: | Stockholm, Sweden | ||||||
Date(s) of Event: | 10-15 Jul 2018 | ||||||
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