IAMhaggler2011: A Gaussian Process Regression based Negotiation Agent
Williams, Colin R., Robu, Valentin, Gerding, Enrico H. and Jennings, Nicholas R. (2012) IAMhaggler2011: A Gaussian Process Regression based Negotiation Agent. In, Ito, Takayuki, Zhang, Minjie, Robu, Valentin and Matsuo, Tokuro (eds.) Complex Automated Negotiations: Theories, Models, and Software Competitions. Berlin, DE, Springer-Verlag, 209-212. (Studies in Computational Intelligence, 435). (doi:10.1007/978-3-642-30737-9_14).
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Description/Abstract
We describe the strategy used by our agent, IAMhaggler2011, which finished in third place in the 2011 Automated Negotiating Agent Competition. A key feature of this agent is the way in which it models the likely negotiation behaviour of its opponent. Specifically, it first uses a Gaussian process regression technique to estimate the future concession of its negotiation opponent. Its concession is then set as a best response to this prediction.
| Item Type: | Book Section |
|---|---|
| ISBNs: | 9783642307362 (hardback) 9783642307379 (electronic) |
| Subjects: | Q Science > QA Mathematics > QA75 Electronic computers. Computer science |
| Divisions: | Faculty of Physical and Applied Science > Electronics and Computer Science > Agents, Interactions & Complexity |
| Item ID: | 273104 |
| Date Deposited: | 16 Jan 2012 10:10 |
| Last Modified: | 23 Feb 2013 17:10 |
| Contributors: | Williams, Colin R. (Author) Robu, Valentin (Author) Gerding, Enrico H. (Author) Jennings, Nicholas R. (Author) Ito, Takayuki (Editor) Zhang, Minjie (Editor) Robu, Valentin (Editor) Matsuo, Tokuro (Editor) |
| Date: | 2012 |
| Status: | Published |
| Publisher: | Springer-Verlag |
| Further Information: | Google Scholar |
| URI: | http://eprints.soton.ac.uk/id/eprint/273104 |
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