Option pricing and the Greeks under Gaussian fuzzy environments

被引:12
作者
Chen, Hong-Ming [1 ]
Hu, Cheng-Feng [2 ]
Yeh, Wei-Chang [3 ]
机构
[1] Tunghai Univ, Dept Appl Math, Box 859,1727,Sect 4,Taiwan Blvd, Taichung 40704, Taiwan
[2] Natl Chiayi Univ, Dept Appl Math, 300,Syuefu Rd, Chiayi 60004, Taiwan
[3] Natl Tsing Hua Univ, Dept Ind Engn & Engn Management, Hsinchu 30013, Taiwan
关键词
Gaussian fuzzy number; Options; Greeks; SPX; Optimization; JUMP-DIFFUSION-MODEL; EUROPEAN OPTIONS;
D O I
10.1007/s00500-019-03876-w
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work considers pricing European call options and the study of Greek letters of options under a fuzzy environment. In the past work, stock prices are usually represented by symmetric triangular fuzzy numbers for the computational convenience while pricing options with uncertainty. It might not be enough to explain the stochastic nature of the underlining price in the option pricing formula. This work considers developing the fuzzy pattern of European call option under the assumption of the stock return being a Gaussian fuzzy number. The study of Greeks for the sensitivity analysis of the fuzzy call option price with respect to the change in the pricing variables is included. The empirical analysis and comparison on the fuzzy European option pricing based on the real market data of SPX options at CBOE are provided. Our results show that the fuzzy options are more close to the theoretical options derived from the Black-Scholes formula while employing Gaussian fuzzy stock returns for pricing European call options.
引用
收藏
页码:13351 / 13374
页数:24
相关论文
共 32 条
[1]   The distribution of realized stock return volatility [J].
Andersen, TG ;
Bollerslev, T ;
Diebold, FX ;
Ebens, H .
JOURNAL OF FINANCIAL ECONOMICS, 2001, 61 (01) :43-76
[2]  
[Anonymous], 2006, Options, futures other derivatives
[3]  
[Anonymous], 2008, J UNCERTAIN SYSTEM
[4]   PRICING OF OPTIONS AND CORPORATE LIABILITIES [J].
BLACK, F ;
SCHOLES, M .
JOURNAL OF POLITICAL ECONOMY, 1973, 81 (03) :637-654
[5]   THE FUZZY MATHEMATICS OF FINANCE [J].
BUCKLEY, JJ .
FUZZY SETS AND SYSTEMS, 1987, 21 (03) :257-273
[6]   A fuzzy approach to real option valuation [J].
Carlsson, C ;
Fullér, R .
FUZZY SETS AND SYSTEMS, 2003, 139 (02) :297-312
[7]   On theoretical pricing of options with fuzzy estimators [J].
Chrysafis, Konstantinos A. ;
Papadopoulos, Basil K. .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2009, 223 (02) :552-566
[8]   Pricing European Options with Triangular Fuzzy Parameters: Assessing Alternative Triangular Approximations in the Spanish Stock Option Market [J].
de Andres-Sanchez, Jorge .
INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2018, 20 (05) :1624-1643
[9]   OPERATIONS ON FUZZY NUMBERS [J].
DUBOIS, D ;
PRADE, H .
INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1978, 9 (06) :613-626
[10]   Option price sensitivities through fuzzy numbers [J].
Guerra, Maria Letizia ;
Sorini, Laerte ;
Stefanini, Luciano .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2011, 61 (03) :515-526