针对高级持续性威胁的云存储防御博弈累积前景理论研究

Dongjin Xu, Liang Xiao, N. Mandayam, H. Poor
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引用次数: 18

摘要

云存储容易受到高级持续性威胁(advanced persistent threat, apt)的攻击,攻击者会对存储设备发起隐蔽、持续、资金充足、有针对性的攻击。本文运用累积前景理论(CPT)研究了云存储防御者和APT攻击者各自主观选择扫描间隔和攻击间隔时的交互过程。在攻击持续时间不确定的情况下,应用概率加权效应和框架效应对终端用户主观决策与客观决策的偏差进行建模,这些决策受期望效用理论的支配。在基于cpt的APT防御博弈中,我们使用累积决策权重来描述概率加权效应,使用价值扭曲函数来表示主观APT攻击者和防御者的框架效应,而不是像之前的APT防御前景理论研究那样使用离散决策权重。推导了基于cpt的APT防御博弈的纳什均衡,表明主观攻击者在效用评价参考框架较大时趋向于寻求风险,在效用评价参考框架较小时趋向于规避风险。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Cumulative prospect theoretic study of a cloud storage defense game against advanced persistent threats
Cloud storage is vulnerable to advanced persistent threats (APTs), in which an attacker launches stealthy, continuous, well-funded and targeted attacks on storage devices. In this paper, cumulative prospect theory (CPT) is applied to study the interactions between a defender of cloud storage and an APT attacker when each of them makes subjective decisions to choose the scan interval and attack interval, respectively. Both the probability weighting effect and the framing effect are applied to model the deviation of subjective decisions of end-users from the objective decisions governed by expected utility theory, under uncertain attack durations. Cumulative decision weights are used to describe the probability weighting effect and the value distortion functions are used to represent the framing effect of subjective APT attackers and defenders in the CPT-based APT defense game, rather than discrete decision weights, as in earlier prospect theoretic study of APT defense. The Nash equilibria of the CPT-based APT defense game are derived, showing that a subjective attacker becomes risk-seeking if the frame of reference for evaluating the utility is large, and becomes risk-averse if the frame of reference for evaluating the utility is small.
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