Risk Averse Stackelberg Security Games with Quantal Response

被引:6
作者
Chicoisne, Renaud [1 ]
Ordonez, Fernando [2 ]
机构
[1] Univ Colorado Denver, 1201 Larimer St, Denver, CO 80204 USA
[2] Univ Chile, Republica 701, Santiago, Chile
来源
DECISION AND GAME THEORY FOR SECURITY, (GAMESEC 2016) | 2016年 / 9996卷
关键词
Stackelberg security games; Risk averse optimization; Entropic risk measure; Quantal response;
D O I
10.1007/978-3-319-47413-7_5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we consider a Stackelberg security game (SSG) where a defender can simultaneously protect m out of n targets with n > m from an adversary that uses a quantal response (QR) to decide which target to attack. The main contribution consists in introducing risk aversion in the defender's behavior by using an entropic risk measure. Our work extends the work in [20] to a model that considers a risk averse defender. In addition we improve the algorithms used in [20] by reducing the number of integer variables, outlining how this adapts to arbitrary linear constraints. Computational results are presented on large scale artificial instances, showing the qualitative advantages of using a risk measure rather than the expected value.
引用
收藏
页码:83 / 100
页数:18
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