State space approach to security quantification

C. Griffin, B. Madan, Kishor S. Trivedi
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引用次数: 14

Abstract

In this paper, we describe three different state space models for analyzing the security of a software system. In the first part of this paper, we utilize a semi-Markov process (SMP) to model the transitions between the security states of an abstract software system. The SMP model can be solved to obtain the probability of reaching security failed states along with the meantime to security failure (MTTSF). In the second part of the paper, we use a discrete event dynamic system model of security dynamics. We show how to derive events and transitions from existing security taxonomies. We then apply theory of discrete event control to define safety properties of the computer system in terms of the basic concepts of controllability used in discrete event control for two special sublanguages K/sub s/ and K/sub v/. These languages correspond to maximally robust controllable sub-languages. In the third approach, we show that by associating cost with the state transitions, the security quantification problem can be casted as Markov decision problem (MDP). This MOP can be solved to obtain an optimal controllable language K/sub s//spl sube/K/sub v/ the gives the minimal cost safe security policy.
安全量化的状态空间方法
本文描述了三种不同的状态空间模型,用于分析软件系统的安全性。在本文的第一部分中,我们利用半马尔可夫过程(SMP)来建模抽象软件系统的安全状态之间的转换。通过求解SMP模型,可以得到到达安全失效状态的概率以及到达安全失效的时间(MTTSF)。在论文的第二部分,我们使用了一个安全动力学的离散事件动态系统模型。我们将展示如何从现有的安全分类法派生事件和转换。然后,我们应用离散事件控制理论,根据离散事件控制中使用的可控制性的基本概念,对两个特殊的子语言K/sub s/和K/sub v/定义了计算机系统的安全性质。这些语言对应于最大鲁棒性可控子语言。在第三种方法中,我们证明了通过将成本与状态转换相关联,安全量化问题可以转换为马尔可夫决策问题(MDP)。求解该MOP可获得最优的可控语言K/sub /s //spl /sub /K/sub / v/,给出成本最小的安全安全策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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