计算金融中的拟蒙特卡罗方法

H. Niederreiter
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引用次数: 0

摘要

拟蒙特卡罗方法是蒙特卡罗方法的确定性版本,从某种意义上说,在蒙特卡罗方法的实现中使用的随机样本被明智地选择具有良好分布特性的确定性点所取代。它们在许多科学计算问题上优于经典蒙特卡罗方法。本文讨论了拟蒙特卡罗方法在计算金融中的应用,特别强调了抵押贷款支持证券和期权的定价问题。提供了蒙特卡罗和拟蒙特卡罗方法的必要背景。
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QUASI-MONTE CARLO METHODS IN COMPUTATIONAL FINANCE
Quasi-Monte Carlo methods are deterministic versions of Monte Carlo methods, in the sense that the random samples used in the implementation of a Monte Carlo method are replaced by judiciously chosen deterministic points with good distribution properties. They outperform classical Monte Carlo methods in many problems of scientific computing. This paper discusses applications of quasi-Monte Carlo methods to computational finance, with a special emphasis on the problems of pricing mortgage-backed securities and options. The necessary background on Monte Carlo and quasi-Monte Carlo methods is also provided.
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