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Exact solutions for the transient densities of continuous-time Markov switching models: With an application to the poisson multifractal model

机译:连续时间马尔可夫切换模型瞬态密度的精确解:应用于泊松多重分形模型

摘要

This paper shows how exact solutions for the transient density of a large class of continuous-time Markov switching models can be obtained. We illustrate the pertinent approach for both simple diffusion models with a small number of regimes as well as for the more complicated so-called Poisson multifractal model introduced by Calvet and Fisher (2001) with an arbitrarily large number of regimes. Our results can be immediately applied as well to various popular Markov switching models in financial economics. Closed-form solutions provide for the possibility of exact maximum likelihood estimation for discretely sampled Markov-switching diffusions and also facilitate the use of such models in applied tasks such as option pricing and portfolio management.
机译:本文说明了如何获得大量连续时间马尔可夫切换模型的瞬态密度的精确解。我们说明了具有少量方案的简单扩散模型以及由任意数量的方案的Calvet和Fisher(2001)引入的更复杂的所谓泊松多重分形模型的相关方法。我们的结果也可以立即应用于金融经济学中各种流行的马尔可夫转换模型。封闭形式的解决方案为离散采样的马尔可夫切换扩散提供了精确的最大似然估计的可能性,并且还促进了此类模型在诸如期权定价和投资组合管理之类的应用任务中的使用。

著录项

  • 作者

    Lux Thomas;

  • 作者单位
  • 年度 2013
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 入库时间 2022-08-20 21:03:32

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