Decoupling negotiating agents to explore the space of negotiation strategies
Decoupling negotiating agents to explore the space of negotiation strategies
Every year, automated negotiation agents are improving on various domains. However, given a set of automated negotiation agents, current methods allow to determine which strategy is best in terms of utility, but not so much the reason of success. In order to study the performance of the individual components of a negotiation strategy, we introduce an architecture that distinguishes three components which together constitute a negotiation strategy: the bidding strategy, the opponent model, and the acceptance strategy. Our contribution to the field of bilateral negotiation is twofold: first, we show that existing state-of-the-art agents are compatible with this architecture by re-implementing them in the new framework; secondly, as an application of our architecture, we systematically explore the space of possible strategies by recombining different strategy components, resulting in negotiation strategies that improve upon the current state-of-the-art in automated negotiation.
1-2
Baarslag, Tim
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Hindriks, Koen
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Hendrikx, Mark
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Dirkzwager, Alex
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Jonker, Catholijn
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2012
Baarslag, Tim
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Hindriks, Koen
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Hendrikx, Mark
9b2ccb11-28b0-4b28-8334-15b03423c12b
Dirkzwager, Alex
5e64f6bb-9103-49b2-8df6-5d3227cb8ec7
Jonker, Catholijn
492a7c03-c206-4fad-9a9c-a156a96c4245
Baarslag, Tim, Hindriks, Koen, Hendrikx, Mark, Dirkzwager, Alex and Jonker, Catholijn
(2012)
Decoupling negotiating agents to explore the space of negotiation strategies.
Proceedings of the 24th Benelux Conference on Artificial Intelligence (BNAIC 2012), Maastricht, Netherlands.
25 - 26 Oct 2012.
.
Record type:
Conference or Workshop Item
(Paper)
Abstract
Every year, automated negotiation agents are improving on various domains. However, given a set of automated negotiation agents, current methods allow to determine which strategy is best in terms of utility, but not so much the reason of success. In order to study the performance of the individual components of a negotiation strategy, we introduce an architecture that distinguishes three components which together constitute a negotiation strategy: the bidding strategy, the opponent model, and the acceptance strategy. Our contribution to the field of bilateral negotiation is twofold: first, we show that existing state-of-the-art agents are compatible with this architecture by re-implementing them in the new framework; secondly, as an application of our architecture, we systematically explore the space of possible strategies by recombining different strategy components, resulting in negotiation strategies that improve upon the current state-of-the-art in automated negotiation.
Text
Decoupling Negotiating Agents to Explore the Space of Negotiation Strategies BNAIC 2012.pdf
- Accepted Manuscript
More information
Published date: 2012
Venue - Dates:
Proceedings of the 24th Benelux Conference on Artificial Intelligence (BNAIC 2012), Maastricht, Netherlands, 2012-10-25 - 2012-10-26
Organisations:
Agents, Interactions & Complexity
Identifiers
Local EPrints ID: 374467
URI: http://eprints.soton.ac.uk/id/eprint/374467
PURE UUID: 795c93b9-0bfe-4ca9-96f7-28688a6587aa
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Date deposited: 18 Feb 2015 14:24
Last modified: 14 Mar 2024 19:07
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Contributors
Author:
Tim Baarslag
Author:
Koen Hindriks
Author:
Mark Hendrikx
Author:
Alex Dirkzwager
Author:
Catholijn Jonker
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