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Confidence analysis for nuclear arms control: SMT abstractions of Game Theoretic Models
File | Description | Size | Format | |
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a274_1.pdf | Accepted version | 377.98 kB | Adobe PDF | View/Open |
Title: | Confidence analysis for nuclear arms control: SMT abstractions of Game Theoretic Models |
Authors: | Huth, MRA Beaumont, P Evans, N Plant, T |
Item Type: | Conference Paper |
Abstract: | We consider the use of game theory in an arms control inspection planning scenario. Speci cally we develop a case study that games the number of inspections available against an ideal treaty length. Normal game theoretic techniques struggle to justify pay-o values to use for certain events, limiting the usefulness of such techniques. In order to improve the value of using game theory for decision making, we introduce a methodology for under-specifying the game theoretic models through a mixture of regression techniques and Satis ability Modulo Theory (SMT) constraint solving programs. Our approach allows a user to under-specify pay-o s in games, and to check, in a manner akin to robust optimisation, for how such under-speci cations a ect the `solution' of a game. We analyse the Nash equilibria and the mixed strategy sets that would lead to such equilibria - and explore how to maximise expected pay-o s and use of individual pure strategies for all possible values of an under-speci cation. Through this approach, we gain an insight into how - irrespective of uncertainty - we can still compute with game theoretic models, and present the types and kinds of analysis we can run that bene t from this uncertainty. |
Issue Date: | 24-Jul-2016 |
Date of Acceptance: | 9-Jul-2016 |
URI: | http://hdl.handle.net/10044/1/41831 |
Publisher: | Institute of Nuclear Materials Management |
Journal / Book Title: | Proceedings of the 57th INMM Annual Meeting |
Copyright Statement: | Originally published in the Proceedings of the INMM Annual Meeting. © 2016 INMM. All Rights Reserved. |
Sponsor/Funder: | AWE Plc Engineering & Physical Science Research Council (EPSRC) |
Funder's Grant Number: | PO 30285060/2 EP/N020030/1 |
Conference Name: | INMM Annual Conference 2016 |
Publication Status: | Published |
Start Date: | 2016-07-24 |
Finish Date: | 2016-07-28 |
Conference Place: | Atlanta, Georgia |
Appears in Collections: | Computing Faculty of Engineering |