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分数阶Black-Scholes模型下的波动率校准问题

杨培 许作良

宁夏大学学报(自然科学版)2025,Vol.46Issue(1):24-33,10.
宁夏大学学报(自然科学版)2025,Vol.46Issue(1):24-33,10.

分数阶Black-Scholes模型下的波动率校准问题

Volatility Calibration Problems in A Fractional Black-Scholes Models

杨培 1许作良2

作者信息

  • 1. 河北经贸大学 统计与数学学院,河北 石家庄 050061
  • 2. 中国人民大学 数学学院,北京 100872
  • 折叠

摘要

Abstract

In this paper,an accurate and robust numerical algorithm is proposed to invert the volatility function in the fractional Black-Scholes model.First,for the direct problem,considering that the singularity of the pay-off function affects the convergence speed of the L1 method,a finite difference method based on the improved L1 method is proposed.This numerical method can effectively recover the convergence of the L1 method,and only sparse tridiagonal linear systems need to be solved during the computation.Moreover,for the inverse prob-lem,considering the time-dependent volatility function,the volatility inversion problem can be formulated as minimizing the loss function.A continuous and piecewise linear volatility function is constructed and a predictor-corrector approach to mitigate potential oscillations is employed.The results of numerical simulations and empirical analyses demonstrate the accuracy and reliability of the proposed method.

关键词

分数阶BS模型/反问题/改进 L1格式/欧式期权/波动率校准

Key words

fractional Black-Scholes model/inverse problem/improved L1 method/European options/volatil-ity calibration

分类

数学

引用本文复制引用

杨培,许作良..分数阶Black-Scholes模型下的波动率校准问题[J].宁夏大学学报(自然科学版),2025,46(1):24-33,10.

基金项目

国家自然科学基金资助项目(12071479) (12071479)

宁夏大学学报(自然科学版)

0253-2328

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