Application of fuzzy Malliavin calculus in hedging fixed strike lookback option

被引:1
|
作者
Liu, Kefan [1 ]
Chen, Jingyao [1 ]
Zhang, Jichao [1 ]
Yang, Yueting [1 ]
机构
[1] Beihua Univ, Sch Math & Stat, 15 Jilin St, Jilin, Jilin, Peoples R China
来源
AIMS MATHEMATICS | 2023年 / 8卷 / 04期
关键词
fuzzy stochastic differential equation; Malliavin calculus; Clark-Ocone formula; lookback options; fuzzy options hedging; STOCHASTIC DIFFERENTIAL-EQUATIONS; EUROPEAN OPTIONS; INTEGRALS;
D O I
10.3934/math.2023461
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we develop a Malliavin calculus approach for hedging a fixed strike lookback option in fuzzy space. Due to the uncertainty in financial markets, it is not accurate to describe the problems of option pricing and hedging in terms of randomness alone. We consider a fuzzy pricing model by introducing a fuzzy stochastic differential equation with Skorohod sense. In this way, our model simultaneously involves randomness and fuzziness. A well-known hedging strategy for vanilla options is so-called Delta-hedging, which is usually derived from the Ito<SIC> formula and some properties of partial differentiable equations. However, when dealing with some complex path-dependent options (such as lookback options), the major challenge is that the payoff function of these options may not be smooth, resulting in the estimates are computationally expensive. With the help of the Malliavin derivative and the Clark-Ocone formula, the difficulty will be readily solved, and it is also possible to apply this hedging strategy to fuzzy space. To obtain the explicit expression of the fuzzy hedging portfolio for lookback options, we adopt the Esscher transform and reflection principle techniques, which are beneficial to the calculation of the conditional expectation of fuzzy random variables and the payoff function with extremum, respectively. Some numerical examples are performed to analyze the sensitivity of the fuzzy hedging portfolio concerning model parameters and give the permissible range of the expected hedging portfolio of lookback options with uncertainty by a financial investor's subjective judgment.
引用
收藏
页码:9187 / 9211
页数:25
相关论文
共 50 条
  • [21] Computation of Hedging Coefficients for Mortgage Default and Prepayment Options: Malliavin Calculus Approach
    Yilmaz, Bilgi
    Selcuk-Kestel, A. Sevtap
    JOURNAL OF REAL ESTATE FINANCE AND ECONOMICS, 2019, 59 (04): : 673 - 697
  • [22] Pricing of Fixed-Strike Lookback Options on Assets with Default Risk
    Choi, Sun-Yong
    Yoon, Ji-Hun
    Jeon, Junkee
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2019, 2019
  • [23] Pricing and hedging of Asian options: quasi-explicit solutions via Malliavin calculus
    Zhaojun Yang
    Christian-Oliver Ewald
    Olaf Menkens
    Mathematical Methods of Operations Research, 2011, 74
  • [24] Pricing and hedging American options by Monte Carlo methods using a Malliavin calculus approach
    Bally, Vlad
    Caramellino, Lucia
    Zanette, Antonino
    MONTE CARLO METHODS AND APPLICATIONS, 2005, 11 (02): : 97 - 133
  • [25] Pricing and hedging of Asian options: quasi-explicit solutions via Malliavin calculus
    Yang, Zhaojun
    Ewald, Christian-Oliver
    Menkens, Olaf
    MATHEMATICAL METHODS OF OPERATIONS RESEARCH, 2011, 74 (01) : 93 - 120
  • [26] A parametrization of fuzzy numbers for fuzzy calculus and application to the fuzzy Black-Scholes option pricing
    Stefanini, Luciano
    Sorini, Laerte
    Guerra, Maria Letizia
    2006 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5, 2006, : 179 - +
  • [27] Application of Malliavin Calculus to Stochastic Partial Differential Equations
    Nualart, David
    MINICOURSE ON STOCHASTIC PARTIAL DIFFERENTIAL EQUATIONS, 2009, 1962 : 73 - 109
  • [28] Option Sensitivity Simulation by Malliavin Calculus and Quasi-Monte Carlo Methods
    Xu, Yongjia
    Lai, Yongzeng
    Zeng, Yan
    2012 FIFTH INTERNATIONAL CONFERENCE ON BUSINESS INTELLIGENCE AND FINANCIAL ENGINEERING (BIFE), 2012, : 149 - 153
  • [29] AN APPLICATION OF THE PARTIAL MALLIAVIN CALCULUS TO BAOUENDI-GRUSHIN OPERATORS
    Taniguchi, Setsuo
    KYUSHU JOURNAL OF MATHEMATICS, 2019, 73 (02) : 417 - 431
  • [30] APPLICATION OF MALLIAVIN CALCULUS TO A CLASS OF STOCHASTIC DIFFERENTIAL-EQUATIONS
    DUC, NM
    NUALART, D
    SANZ, M
    PROBABILITY THEORY AND RELATED FIELDS, 1990, 84 (04) : 549 - 571