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Stochastic differential equations driven by colored noise: Chaos expansion and application to interest rate modeling.

机译:有色噪声驱动的随机微分方程:混沌展开及其在利率模型中的应用。

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摘要

In this dissertation a white noise approach to solving linear partial differential equations is investigated, where all equations are driven by a generalized Gaussian noise. To do so, generalized Gaussian random fields over Hilbert spaces are introduced and later on extended to Gaussian processes. Those processes are characterized through covariance operators which leads to colored noise, a procedure closely connected to the classical white noise analysis.;The definition of random fields acting on random functions, motivated by investigating stochastic PDEs with multiplicative noise, eventually leads to the definition of the stochastic integral through Wick products. Assuming that the solution to a linear stochastic differential equation admits a chaos expansion, the S-system of deterministic PDEs for the coefficients of the expansion is introduced. Computing a finite number of coefficient equations results in an approximate solution, where the error bound of the approximation decreases as the number of coefficients increases.;In the second part of the dissertation the stochastic integration approach is applied to the study of the term structure of interest rates. The instantaneous forward rate process is decomposed into short rate, spread, shape function, and deformation process. The short rate and deformation process are modeled by stochastic differential equations driven by colored noise, because the use of colored noise preserves the observed long range dependence in the term structure.
机译:本文研究了一种求解线性偏微分方程的白噪声方法,其中所有方程均由广义高斯噪声驱动。为此,引入了希尔伯特空间上的广义高斯随机场,随后将其扩展到高斯过程。这些过程的特征在于协方差算子,它导致彩色噪声(与经典白噪声分析密切相关的过程);作用于随机函数的随机场的定义是通过研究具有乘性噪声的随机PDE最终导致的。 Wick产品的随机积分。假设线性随机微分方程的解允许混沌展开,介绍了针对展开系数的确定性PDE的S系统。计算有限数量的系数方程可得到一个近似解,其中近似的误差范围随着系数数目的增加而减小。在本论文的第二部分中,将随机积分方法用于研究方程的项结构。利率。瞬时正向速率过程分解为短速率,扩展,形状函数和变形过程。短速率和变形过程是由有色噪声驱动的随机微分方程建模的,因为有色噪声的使用保留了术语结构中观察到的长程依赖性。

著录项

  • 作者

    Stemmann, Karsten.;

  • 作者单位

    University of Southern California.;

  • 授予单位 University of Southern California.;
  • 学科 Mathematics.
  • 学位 Ph.D.
  • 年度 2006
  • 页码 120 p.
  • 总页数 120
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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