EUROPEAN OPTION PRICING WITH STOCHASTIC VOLATILITY AND JUMPS: COMPARISON OF MONTE CARLO AND FAST FOURIER TRANSFORM METHODS

被引:0
|
作者
Lyi, Uro [1 ]
Fu, Michael C. [2 ]
机构
[1] Univ Maryland, 7030 Preinkert Dr,Prince Fredrick Hall, College Pk, MD 20742 USA
[2] Univ Maryland, Inst Syst Res, Robert H Smith Sch Business, College Pk, MD 20742 USA
基金
美国国家科学基金会;
关键词
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
In this paper, European option prices are computed analytically, as well as simulated, for underlying asset price models with stochastic volatility and jump discontinuities. The analytical price is derived using the Fast Fourier Transform method developed in previous literature, which enables prices to be computed quickly. This model is compared with the Black-Scholes model, and the results suggest that this model addresses a known issue with the Black-Scholes model, the under and over valuations of short maturity options. The analytical solution is also used to investigate effective control variates in Monte Carlo simulations. Simulation experiments indicate that the random motion of the asset price serves as an effective control variate.
引用
收藏
页码:1682 / 1693
页数:12
相关论文
共 50 条
  • [1] Fast Fourier transform option pricing with stochastic interest rate, stochastic volatility and double jumps
    Zhang, Sumei
    Wang, Lihe
    APPLIED MATHEMATICS AND COMPUTATION, 2013, 219 (23) : 10928 - 10933
  • [2] An efficient conditional Monte Carlo method for European option pricing with stochastic volatility and stochastic interest rate
    Liang, Yijuan
    Xu, Chenglong
    INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2020, 97 (03) : 638 - 655
  • [3] A Fast Fourier Transform Technique for Pricing European Options with Stochastic Volatility and Jump Risk
    Zhang, Su-mei
    Wang, Li-he
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2012, 2012
  • [4] Fast Fourier Transform Based Power Option Pricing with Stochastic Interest Rate, Volatility, and Jump Intensity
    Huang, Jiexiang
    Zhu, Wenli
    Ruan, Xinfeng
    JOURNAL OF APPLIED MATHEMATICS, 2013,
  • [5] A fast numerical approach to option pricing with stochastic interest rate, stochastic volatility and double jumps
    Zhang, Sumei
    Wang, Lihe
    COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2013, 18 (07) : 1832 - 1839
  • [6] Option pricing using the fast Fourier transform under the double exponential jump model with stochastic volatility and stochastic intensity
    Huang, Jiexiang
    Zhu, Wenli
    Ruan, Xinfeng
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2014, 263 : 152 - 159
  • [7] Monte Carlo Methods for Multidimensional Integration for European Option Pricing
    Todorov, V.
    Dimov, I. T.
    APPLICATION OF MATHEMATICS IN TECHNICAL AND NATURAL SCIENCES (AMITANS'16), 2016, 1773
  • [8] Approximation methods of European option pricing in multiscale stochastic volatility model
    Ni, Ying
    Canhanga, Betuel
    Malyarenko, Anatoliy
    Silvestrov, Sergei
    ICNPAA 2016 WORLD CONGRESS: 11TH INTERNATIONAL CONFERENCE ON MATHEMATICAL PROBLEMS IN ENGINEERING, AEROSPACE AND SCIENCES, 2017, 1798
  • [9] Calibration and option pricing with stochastic volatility and double exponential jumps
    Agazzotti, Gaetano
    Aguilar, Jean-Philippe
    Rinella, Claudio Aglieri
    Kirkby, Justin Lars
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2025, 465
  • [10] A sequential Monte Carlo approach for the pricing of barrier option under a stochastic volatility model
    Cuomo, S.
    Di Lorenzo, E.
    Di Somma, V
    Toraldo, G.
    ELECTRONIC JOURNAL OF APPLIED STATISTICAL ANALYSIS, 2020, 13 (01) : 128 - 145