对攻击者-防守者比赛的回顾:当前状态和前进路径
1Department of Management Science and Systems, University at Buffalo, United States.
概括
这篇评论分析了攻击者-防御者的战略威胁,总结了15年的研究模型,解决方案和假设. 它强调了放松假设的挑战,并建议未来的研究方向以提高安全性.
科学领域:
- 运营研究
- 游戏理论
- 网络安全
背景情况:
- 战略对抗威胁需要强大的防御机制.
- 攻击者-防御者游戏为模拟安全场景提供了一个框架.
- 现有文献提供了各种方法来制定和解决游戏问题.
研究的目的:
- 系统地审查和综合过去15年来关于攻击者和防守者的文献.
- 分析常见的建模方法,假设和解决方法.
- 确定该领域的研究缺口和未来方向.
主要方法:
- 系统的文献审查方法.
- 收集和分析了127篇期刊文章.
- 基于诸如动作序列,玩家,决策变量,目标函数和时间视界等特征的游戏表述的分类.
- 分析假设 (合理性,风险中立性,信息完整性) 和解决方法 (封闭式解决方案,算法,启发式).
主要成果:
- 大多数研究都采用标准假设,如完美的理性和完整的信息.
- 放松这些假设在不确定性建模和计算难度方面带来了挑战.
- 常见的解决方法包括封闭式解决方案和新的算法/启发式.
- 应用领域广泛,但重点是游戏建模和解决方案技术.
结论:
- 在攻击者-防御者游戏中放松传统假设是一个具有重大挑战的活跃研究领域.
- 需要进一步的研究来解决风险偏好时的不确定性和计算问题.
- 确定未解决的问题和未来的研究方向对于发展战略安全游戏领域至关重要.
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