一个简约的多资产赫斯顿模型:校正与衍生品定价

IF 0.4 4区 经济学 Q4 BUSINESS, FINANCE Journal of Derivatives Pub Date : 2010-04-19 DOI:10.2139/ssrn.1435199
G. Dimitroff, S. Lorenz, Alexander Szimayer
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引用次数: 31

摘要

我们提出了一种简洁的多资产赫斯顿模型,并提供了一种易于实现的校准算法。该模型适用于单资产期权具有流动性而跨资产期权没有流动性的市场中多资产期权的定价。在这种情况下,单资产模型参数可以通过期权价格数据进行校准,而跨资产模型参数则无法进行校准。我们制定了一个简洁的模型规范,这样所有的单资产模型都是赫斯顿模型,这是仿射的,允许有效地校准各自的参数。单个资产模型仅使用跨资产相关性进行关联。与潜在变量(如波动性)的相关性相比,跨资产相关性是可观察到的,并可作为校准的基础。本文概述了一种用于识别与期权价格数据和资产价格数据一致的模型参数的混合校准方法,并通过案例研究进行了说明。在银行业实践中,这种方法被称为相关性调整。
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A Parsimonious Multi-Asset Heston Model: Calibration and Derivative Pricing
We propose a parsimonious multi-asset Heston model and provide an easy-to-implement calibration algorithm. The model is customized to pricing multi-asset options in markets with liquidly traded single-asset options but no liquidly traded cross-asset options. In this situation, single-asset model parameters can be calibrated from option price data, however, cross-asset parameters cannot. We formulate a parsimonious model specification such that all single-asset models are Heston models, which are affine allowing for efficient calibration of the respective parameters. The single-asset models are correlated using cross-asset correlations only. Cross-asset correlations are observable, in contrast to correlations of latent variables such as volatilities, and serve as basis for calibration. A hybrid calibration approach for identifying the model parameters consistent with option price data and asset price data is outlined and illustrated by a case study. In banking practice the approach is referred to as correlation adjustment.
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来源期刊
Journal of Derivatives
Journal of Derivatives Economics, Econometrics and Finance-Economics and Econometrics
CiteScore
1.30
自引率
14.30%
发文量
35
期刊介绍: The Journal of Derivatives (JOD) is the leading analytical journal on derivatives, providing detailed analyses of theoretical models and how they are used in practice. JOD gives you results-oriented analysis and provides full treatment of mathematical and statistical information on derivatives products and techniques. JOD includes articles about: •The latest valuation and hedging models for derivative instruments and securities •New tools and models for financial risk management •How to apply academic derivatives theory and research to real-world problems •Illustration and rigorous analysis of key innovations in derivative securities and derivative markets
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