Bounds Pricing Method of Currency Options Based on Triangular Fuzzy Numbers, Fuzzy Programming and Fuzzy Regression

被引:0
|
作者
Liu, Fan-Yong [1 ]
机构
[1] Hangzhou Dianzi Univ, Sch Finance & Econ, Hangzhou 310018, Zhejiang, Peoples R China
关键词
STOCHASTIC VOLATILITY; NEURAL-NETWORKS; PERFORMANCE; MODELS;
D O I
10.1109/IACSIT-SC.2009.109
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Some financial variables can always be observed with perturbations and be expected in the imprecise sense because of the fluctuation of financial markets. Therefore, this paper introduces fuzzy techniques, and gives a fuzzy currency options bounds pricing model. By denoting four input variables in the Garman-Kohlhagen model as triangular fuzzy numbers, the currency option price will turn into a fuzzy number. In order to construct easily the membership function of this fuzzy number, a triangular fuzzy number is used to approximate it. Then a fuzzy programming procedure is proposed to determine its lower bound and upper bound. Finally, the proposed fuzzy currency options bounds pricing model is tested with the daily market data of the EUR/USD currency option. The empirical study results indicate that the proposed method is a useful tool for modelling the imprecise problems in the foreign exchange derivative markets.
引用
收藏
页码:326 / 330
页数:5
相关论文
共 50 条
  • [1] A new method to the fuzzy linear regression with triangular fuzzy numbers
    Zhu, ZX
    Cao, BY
    [J]. NAFIPS 2004: ANNUAL MEETING OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY, VOLS 1AND 2: FUZZY SETS IN THE HEART OF THE CANADIAN ROCKIES, 2004, : 339 - 342
  • [2] Pricing currency options based on fuzzy techniques
    Liu, Fan-Yong
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2009, 193 (02) : 530 - 540
  • [3] Pricing Currency Options in a fuzzy environment
    Xiao, Weilin
    Zhang, Weiguo
    Xu, Weijun
    Wu, Yanxi
    [J]. 2008 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL 3, PROCEEDINGS, 2008, : 309 - 313
  • [4] A fuzzy linear programming algorithm with triangular fuzzy numbers
    Wen, Y. P.
    Pan, S. P.
    [J]. BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2018, 123 : 91 - 92
  • [5] Pricing the foreign currency options with the fuzzy numbers based on the Garman-Kohlhagen model
    Liu, Fan-Yong
    [J]. ADAPTIVE AND NATURAL COMPUTING ALGORITHMS, PT 1, 2007, 4431 : 674 - 683
  • [6] Fuzzy SVM based on triangular fuzzy numbers
    He, Qiang
    Wu, Cong-Xin
    Tsang, Eric C. C.
    [J]. PROCEEDINGS OF 2007 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2007, : 2847 - +
  • [7] A fuzzy empirical quantile-based regression model based on triangular fuzzy numbers
    G. Hesamian
    M. G. Akbari
    [J]. Computational and Applied Mathematics, 2022, 41
  • [8] A fuzzy empirical quantile-based regression model based on triangular fuzzy numbers
    Hesamian, G.
    Akbari, M. G.
    [J]. COMPUTATIONAL & APPLIED MATHEMATICS, 2022, 41 (06):
  • [9] Ridge regression procedures for fuzzy models using triangular fuzzy numbers
    Hong, DH
    Hwang, CH
    [J]. INTERNATIONAL JOURNAL OF UNCERTAINTY FUZZINESS AND KNOWLEDGE-BASED SYSTEMS, 2004, 12 (02) : 145 - 159
  • [10] FUZZY FUNCTIONS ON TRIANGULAR FUZZY NUMBERS
    Dobrakovova, Jana
    [J]. APLIMAT 2005 - 4TH INTERNATIONAL CONFERENCE, PT I, 2005, : 487 - 492