基于代理模型分析风险价值对金融市场的影响

Hiroshi Takahashi
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引用次数: 6

摘要

本文描述了风险管理对金融市场的影响。养老基金等机构投资者在法律上被要求遵守注意义务。实施充分的风险管理被视为机构投资者法律责任的核心部分,并被认为在限制投资者损失方面是有效的。最流行的风险管理方法被称为风险价值VaR,这是我分析的重点。通过密集的基于主体的建模和实验,我得出结论:1当风险管理标准过于严格时,市场价格可能偏离基本价值;(2)投资者对股价的估计差异越大,偏离基本价值的倾向越大;在异质投资者交易的市场条件下,也可以观察到相同的趋势。这些结果表明,法律要求的风险管理作为一种注意义务可能导致市场效率低下。如果是这样,从实践和学术的角度来看,这都是重要的。此外,我认为本文证明了基于agent的模型在分析现实市场条件下某些法规对金融市场的影响时的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Analyzing the influence of Value at Risk on financial markets through agent-based modeling
This article describes the influence of risk management on financial markets. Institutional investors, such as pension funds, are legally required to follow a duty of care. Implementing adequate risk management is regarded as a central part of institutional investors' legal responsibilities and considered to be effective in terms of limiting investors' losses. The most prevalent risk management method is known as Value at Risk VaR and this is the focal point of my analysis. As a result of intensive agent-based modeling and experimentation, I have concluded that: 1 market prices could deviate from fundamental values when risk management criteria are too strict; 2 the larger the disparity of investors' estimations of stock prices becomes, the larger the tendency of deviation from fundamental values; 3 the same tendency can be observed under market conditions where heterogeneous investors trade. These results suggest that risk management which is required by law as a duty of care could contribute to market inefficiencies. If so, this is significant from both practical and academic points of view. Furthermore, I believe this paper proves the efficacy of agent-based modeling in analyzing the impact of certain regulations and laws on financial markets under realistic market conditions.
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