Managing the security of information systems with partially observable vulnerability

脆弱性(计算) 计算机科学 价值(数学) 脆弱性评估 变量(数学) 可见的 信息的价值 计算机安全 运筹学 风险分析(工程) 业务 数学 人工智能 量子力学 机器学习 物理 数学分析 心理弹性 心理治疗师 心理学
作者
Radha Mookerjee,Jayarajan Samuel
出处
期刊:Production and Operations Management [Wiley]
卷期号:32 (9): 2902-2920 被引量:7
标识
DOI:10.1111/poms.14015
摘要

We consider the security maintenance of information systems where the extent of vulnerability is partially observable. However, the exact extent of the vulnerability can be observed by paying an inspection fee. In each period, the decision‐maker needs to take one of three decisions: (i) do nothing, (ii) inspect and implement (fix the vulnerability) if needed, and (iii) directly implement. We prove that the optimal policy follows a threshold structure. For each value of k (the known vulnerability), there are two thresholds for the partial information: the lower of the two thresholds dictates whether for this value of k, inspection is optimal before a possible implementation or whether direct implementation (i.e., without inspection) is optimal. If inspection is done, another threshold determines whether an implementation is done or not. If neither threshold applies, it is optimal to do nothing. We develop a numerical procedure to find the decision variables in the maintenance policy. We extend the main model to include variable implementation and inspection costs. The optimality of the threshold policy is shown to hold under more general settings. We apply the model to a real‐world problem and demonstrate its applicability and value in managing security systems. Here, we study the security maintenance policies for three different real‐world telecommunications operators and find that these operators can significantly reduce the cost of managing their security by adopting our proposed policy. Another finding is that inspection is more beneficial for medium‐sized to large‐sized operators.
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