A new application of fuzzy set theory to the Black-Scholes option pricing model

被引:47
|
作者
Lee, CF
Tzeng, GH
Wang, SY
机构
[1] Natl Chiao Tung Univ, Inst Management Technol, Hsinchu 300, Taiwan
[2] Rutgers State Univ, Dept Finance, New Brunswick, NJ 08903 USA
[3] Natl Chiao Tung Univ, Inst Finance, Hsinchu 3000, Taiwan
[4] Kainan Univ, Dept Business Adm, Taoyuan 338, Taiwan
[5] Natl Dong Hwa Univ, Dept Finance, Shoufeng 974, Hualier, Taiwan
关键词
Black-Scholes; option pricing model; fuzzy set theory; fuzzy decision space;
D O I
10.1016/j.eswa.2005.04.006
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Black-Scholes Option pricing model (OPM) developed in 1973 has always been taken as the cornerstone of option pricing model. The generic applications of such a model are always restricted by its nature of not being suitable for fuzzy environment since the decision-making problems occurring in the area of option pricing are always with a feature of uncertainty. When an investor faces an option-pricing problem, the outcomes of the primary variables depend on the investor's estimation. It means that a person's deduction and thinking process uses a non-binary logic with fuzziness. Unfortunately, the traditional probabilistic B-S model does not consider fuzziness to deal with the aforementioned problems. The purpose of this study is to adopt the fuzzy decision theory and Bayes' rule as a base for measuring fuzziness in the practice of option analysis. This study also employs 'Fuzzy Decision Space' consisting of four dimensions, i.e. fuzzy state; fuzzy sample information, fuzzy action and evaluation function to describe the decision of investors, which is used to derive a fuzzy B-S OPM under fuzzy environment. Finally, this study finds that the over-estimation exists in the value of risk interest rate, the expected value of variation stock price, and in the value of the call price of in the money and at the money, but under-estimation exists in the value of the call price of out of the money without a consideration of the fuzziness. (C) 2005 Elsevier Ltd. All fights reserved.
引用
收藏
页码:330 / 342
页数:13
相关论文
共 50 条
  • [21] The Black-Scholes Option Pricing Model under Dividend payment conditions
    Sun Xiaolei
    Hu Yue
    Wang Shuyu
    PROCEEDINGS OF INTERNATIONAL SYMPOSIUM ON STATISTICS AND MANAGEMENT SCIENCE 2010, 2010, : 318 - 322
  • [22] EMPIRICAL-EXAMINATION OF THE BLACK-SCHOLES CALL OPTION PRICING MODEL
    MACBETH, JD
    MERVILLE, LJ
    JOURNAL OF FINANCE, 1979, 34 (05): : 1173 - 1186
  • [23] NEW METHOD TO OPTION PRICING FOR THE GENERAL BLACK-SCHOLES MODEL-AN ACTUARIAL APPROACH
    闫海峰
    刘三阳
    AppliedMathematicsandMechanics(EnglishEdition), 2003, (07) : 826 - 835
  • [24] A fractional Black-Scholes model with stochastic volatility and European option pricing
    He, Xin-Jiang
    Lin, Sha
    EXPERT SYSTEMS WITH APPLICATIONS, 2021, 178
  • [25] Reconstruction of the Stochastic Volatility Based on the Black-Scholes Option Pricing Model
    Han, Yi-tong
    Jiang, Ming-hui
    Dou, Yi-xin
    INTERNATIONAL CONFERENCE ON COMPUTER, NETWORK SECURITY AND COMMUNICATION ENGINEERING (CNSCE 2014), 2014, : 573 - 576
  • [26] Adaptive-Wave Alternative for the Black-Scholes Option Pricing Model
    Ivancevic, Vladimir G.
    COGNITIVE COMPUTATION, 2010, 2 (01) : 17 - 30
  • [27] An Approximate Formula for Pricing American Option in the Fractional Black-Scholes Model
    Lin Hanyan
    PROCEEDINGS OF 2017 9TH INTERNATIONAL CONFERENCE ON MEASURING TECHNOLOGY AND MECHATRONICS AUTOMATION (ICMTMA), 2017, : 260 - 262
  • [28] Validation of the Black-Scholes model as a financial call option pricing tool
    Mendez, Leonel Antonio Flores
    Rivas, Oliver David Morales
    Rodriguez, Frank Eduardo Matus
    REICE-REVISTA ELECTRONICA DE INVESTIGACION EN CIENCIAS ECONOMICAS, 2024, 12 (23): : 408 - 434
  • [29] The Black-Scholes Formulation of Option Pricing with Credit Risk
    Wang, Zhaohai
    PROCEEDINGS OF THE 2013 INTERNATIONAL CONFERENCE ON INFORMATION, BUSINESS AND EDUCATION TECHNOLOGY (ICIBET 2013), 2013, 26 : 483 - 486
  • [30] A streamlined derivation of the Black-Scholes option pricing formula
    Mamon, Rogemar S.
    JOURNAL OF INTERDISCIPLINARY MATHEMATICS, 2005, 8 (03) : 327 - 334