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Zhaoyang Cheng1,2, Guanpu Chen3, Yiguang Hong4,5
1Key Laboratory of Systems and Control, Academy of Mathematics and Systems Science, Beijing, 100190, China.
Scientific reports
|July 12, 2023
概括
本研究介绍了零确定性 (ZD) 策略,用于防卫者在安全游戏中面对有限理性的攻击者. 与强大的斯塔克尔伯格平衡 (SSE) 策略相比,ZD策略在对抗固的攻击者方面提供了更好的防御性能.
科学领域:
- 游戏理论 游戏理论
- 人工智能的人工智能
- 网络安全 网络安全
背景情况:
- 强大的斯塔克尔伯格平衡 (SSE) 是不对称的安全游戏中常见的防御策略.
- 攻击者可能表现出有限的理性,偏离纯粹的最佳策略.
- 现有的SSE策略可能会对这种有限的理性或固的攻击者产生影响.
研究的目的:
- 介绍和分析单边控制零确定 (ZD) 策略的防御者.
- 评估ZD策略对有限的理性攻击者的性能.
- 为了比较ZD策略与SSE策略的有效性.
主要方法:
- 验证ZD策略存在的防御者.
- 对ZD和SSE策略的比较分析与混合最佳响应 (BR) 和固的攻击者策略.
- 随机的斯塔克尔伯格不对称安全游戏的数学建模.
主要成果:
- 证实了ZD对防守者的战略的存在.
- 与SSE相比,当攻击者的策略接近BR策略时,ZD策略显示了有限损失.
- 当攻击者的策略更接近于固执的方法时,ZD策略优于SSE.
结论:
- 在安全游戏中,ZD策略提供了对有限的理性攻击者的强有力的防御.
- ZD为SSE提供了一个可行的替代方案,特别是当攻击者行为明显偏离纯粹的最佳响应时.
- 这项研究有助于在安全游戏理论中开发更具适应性和有效的防御机制.
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