Multifactor Approximation of Rough Volatility Models

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2019-01-01 DOI:10.1137/18m1170236
Eduardo Abi Jaber, Omar El Euch
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引用次数: 6

Abstract

Rough volatility models are very appealing because of their remarkable fit of both historical and implied volatilities. However, due to the non-Markovian and non-semimartingale nature of the volatility process, there is no simple way to simulate efficiently such models, which makes risk management of derivatives an intricate task. In this paper, we design tractable multi-factor stochastic volatility models approximating rough volatility models and enjoying a Markovian structure. Furthermore, we apply our procedure to the specific case of the rough Heston model. This in turn enables us to derive a numerical method for solving fractional Riccati equations appearing in the characteristic function of the log-price in this setting.
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粗糙波动模型的多因素近似
粗糙波动率模型非常有吸引力,因为它们对历史波动率和隐含波动率都有很好的拟合。然而,由于波动过程的非马尔可夫性和非半鞅性,没有简单的方法来有效地模拟这些模型,这使得衍生品的风险管理成为一项复杂的任务。本文设计了可处理的多因素随机波动模型,该模型近似于粗糙波动模型,具有马尔可夫结构。此外,我们将我们的程序应用于粗略赫斯顿模型的具体情况。这反过来又使我们能够推导出一种数值方法来求解在这种情况下对数价格的特征函数中出现的分数阶里卡第方程。
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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