竞争环境下证券投资与信息共享的差分博弈方法

Xing Gao, Weijun Zhong
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引用次数: 27

摘要

信息安全经济学是一个新兴的、蓬勃发展的研究课题,它试图用经济学的方法来解决互联网环境中利益相关者(包括企业、黑客、公共部门和其他参与者)的扭曲激励问题。为了减轻消费者对敏感信息丢失的焦虑,并进一步增加消费者需求,企业通常将其信息安全投资策略与安全信息共享策略相结合,以从竞争对手手中夺取市场份额,并在基于行业的信息共享中心中增加所有成员企业的消费者需求。本文运用微分博弈论,研究了两家竞争企业在目标攻击下的安全投资和信息共享的动态策略,其中两家企业都可以通过内生的定价率决定来影响其信息资产的价值。我们分析和数值研究了在非合作情况下,安全投资率和信息共享率如何受到几个关键参数的影响,包括安全投资率的效率、定价率的敏感性参数、消费者需求损失系数和目标攻击的密度。我们的研究结果表明,面对更高的消费者需求损失系数和更高的针对性攻击密度,两家公司都不愿意积极防御黑客,而宁愿通过降低定价率来减少黑客攻击的负面影响。此外,我们还推导了两家公司在安全投资、信息共享或两者同时合作的情况下的反馈均衡解。研究发现,虽然较高的黑客攻击密度会降低企业的整体利润,但双方并不总是愿意在安全投资和信息共享方面进行合作。具体来说,当两家公司都完全合作时,优势企业的收益最大,而当两家公司都完全不合作时,优势企业的收益最小。而劣势企业仅在信息共享情况下的积分利润最高,在完全合作情况下的积分利润最低。
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A differential game approach to security investment and information sharing in a competitive environment
ABSTRACT Information security economics, an emerging and thriving research topic, attempts to address the problems of distorted incentives for stakeholders in an Internet environment, including firms, hackers, the public sector, and other participants, using economic approaches. To alleviate consumer anxiety about the loss of sensitive information, and to further increase consumer demand, firms usually integrate their information security investment strategies to capture market share from competitors and their security information sharing strategies to increase consumer demand across all member firms in industry-based information sharing centers. Using differential game theory, this article investigates dynamic strategies for security investment and information sharing for two competing firms under targeted attacks, in which both firms can influence the value of their information assets through the endogenous determination of pricing rates. We analytically and numerically examine how both security investment rates and information sharing rates are affected by several key parameters in a non-cooperative scenario, including the efficiency of security investment rates, sensitivity parameters for pricing rates, coefficients of consumer demand losses, and the density of targeted attacks. Our results reveal that, confronted with a higher coefficient of consumer demand loss and a higher density of targeted attacks, both firms are reluctant to aggressively defend against hackers and would rather decrease the negative effect of hacker attacks by lowering their pricing rates. Also, we derive feedback equilibrium solutions for the situation where both firms cooperate in security investment, information sharing, or both. It is revealed that although a higher hacker attack density always decreases a firm's integral profits, both firms are not always willing to cooperate in security investment and information sharing. Specifically, the superior firm benefits most when both firms fully cooperate and benefits the least when they behave fully non-cooperatively. However, the inferior firm enjoys the highest integral profit when both firms only cooperate in information sharing and the lowest integral profit in the completely cooperative situation.
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来源期刊
IIE Transactions
IIE Transactions 工程技术-工程:工业
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4.5 months
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