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Option Pricing Under a Stochastic Interest Rate and Volatility Model with Hidden Markovian Regime-Switching

机译:随机利率和波动率模型的选项定价,带有隐藏的马尔维亚政权切换

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摘要

In this paper we discuss an option pricing problem in a hidden Markovian regime-switching model with a stochastic interest rate and volatility. Regime switches are attributed to structural changes in an hidden economic environment and are described by a continuous-time, finite-state, unobservable Markov chain. The model is then applied to the valuation of a standard European option. By means of the standard separation principle, filtering and option valuation problems are separated. Robust filters for the hidden states of the economy and their robust filtered estimates of unknown parameters from the expectation maximization algorithm are presented based on standard techniques in filtering theory. Then an explicit expression of a conditional characteristic function relevant to option pricing is presented and the valuation of the option is discussed using the inverse Fourier transformation approach. Using the limiting behavior of the conditional characteristic function, an efficient implementation of the transform inversion integral is considered. Numerical experiments are given to illustrate the flexibility of filtering algorithms and the significance of regime-switching in option pricing.
机译:在本文中,我们讨论了随机利率和波动性的隐藏式马尔科夫政权切换模型中的选项定价问题。政权交换机归因于隐藏的经济环境中的结构变化,并通过连续时间,有限状态,不可观察的马尔可夫链描述。然后将该模型应用于标准欧洲选项的估值。通过标准分离原理,滤波和选择估值问题是分开的。基于滤波理论中的标准技术,提出了用于来自期望最大化算法的经济隐藏状态的强大滤波器及其从期望最大化算法的鲁棒滤波估计。然后,提出了与期间定价相关的条件特征函数的明确表达,并且使用逆傅里叶变换方法讨论了该选项的估值。使用条件特征函数的限制行为,考虑了转换反转积分的有效实现。给出了数值实验,以说明过滤算法的灵活性以及方案转换中的方案分类的重要性。

著录项

  • 来源
    《Computational economics》 |2019年第2期|555-586|共32页
  • 作者单位

    Southeast Univ Sch Management & Econ Nanjing Jiangsu Peoples R China;

    Univ Hong Kong Dept Math Adv Modeling & Appl Comp Lab Pokfulam Pokfulam Rd Hong Kong Peoples R China;

    Univ Hong Kong Dept Math Adv Modeling & Appl Comp Lab Pokfulam Pokfulam Rd Hong Kong Peoples R China|Hughes Hall Wollaston Rd Cambridge England|Beijing Univ Chem Technol Sch Econ & Management North Third Ring Rd Beijing Peoples R China;

    Macquarie Univ Fac Business & Econ Dept Appl Finance & Actuarial Studies Sydney NSW 2109 Australia;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Option pricing; Hidden Markov model (HMM); Regime-switching; Characteristic function; Fourier transformation;

    机译:选项定价;隐藏的马尔可夫模型(嗯);政权切换;特征函数;傅里叶变换;

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