Decision-Theoretic and Game-Theoretic Approaches to IT Security Investment

黑客 随机博弈 博弈论 投资(军事) 计算机科学 完整信息 决策论 经济 微观经济学 计算机安全 法学 政治 政治学
作者
Huseyin Cavusoglu,Srinivasan Raghunathan,Wei Thoo Yue
出处
期刊:Journal of Management Information Systems [Taylor & Francis]
卷期号:25 (2): 281-304 被引量:226
标识
DOI:10.2753/mis0742-1222250211
摘要

Firms have been increasing their information technology (IT) security budgets significantly to deal with increased security threats. An examination of current practices reveals that managers view security investment as any other and use traditional decision-theoretic risk management techniques to determine security investments. We argue in this paper that this method is incomplete because of the problem's strategic nature—hackers alter their hacking strategies in response to a firm's investment strategies. We propose game theory for determining IT security investment levels and compare game theory and decision theory approaches on several dimensions such as the investment levels, vulnerability, and payoff from investments. We show that the sequential game results in the maximum payoff to the firm, but requires that the firm move first before the hacker. Even if a simultaneous game is played, the firm enjoys a higher payoff than that in the decision theory approach, except when the firm's estimate of the hacker effort in the decision theory approach is sufficiently close to the actual hacker effort. We also show that if the firm learns from prior observations of hacker effort and uses these to estimate future hacker effort in the decision theory approach, then the gap between the results of decision theory and game theory approaches diminishes over time. The rate of convergence and the extent of loss the firm suffers before convergence depend on the learning model employed by the firm to estimate hacker effort.
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