A Local Radial Basis Function Method for High-Dimensional American Option Pricing Problems

被引:12
|
作者
Company, Rafael [1 ]
Egorova, Vera N. [2 ]
Jodar, Lucas [1 ]
Soleymani, Fazlollah [1 ]
机构
[1] Univ Politecn Valencia, Inst Univ Matemat Multidisciplinar, Camino Vera S-N, Valencia 46011, Spain
[2] BCAM, Alameda Mazarredo 14, Bilbao 48009, Basque Country, Spain
关键词
radial basis functions; cross derivative elimination; Wendland function; multi asset problem; American option pricing; APPROXIMATION; EQUATIONS; BASKET;
D O I
10.3846/mma.2018.008
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this work, we apply the local Wendland radial basis function (RBF) for solving the time-dependent multi dimensional option pricing nonlinear PDEs. Firstly, cross derivative terms of the PDE are removed with a change of spatial variables based in LDLT factorization of the diffusion matrix. Then, it is discussed that the valuation of a multi-asset option up to 4D can be computed using a modified shape parameter algorithm. In fact, several experiments containing of three and four assets are worked out showing that the results of the presented method are in good agreement with the literature and could be much more accurate once the shape parameter is chosen carefully.
引用
收藏
页码:117 / 138
页数:22
相关论文
共 50 条
  • [1] Numerical investigation of high-dimensional option pricing PDEs by utilizing a hybrid radial basis function - finite difference procedure
    Ahmed N.M.
    Soleymani F.
    Saeed R.K.
    Engineering Analysis with Boundary Elements, 2024, 163 : 211 - 222
  • [2] Using Time-Space Double Radial Basis Function Method to Solve High-Dimensional PDEs Arising from Multiasset Option Pricing
    Zhou, Zhiqiang
    Wu, Hongying
    Kang, Caijuan
    Wu, You
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2024, 2024
  • [3] A New Stable Local Radial Basis Function Approach for Option Pricing
    Golbabai, A.
    Mohebianfar, E.
    COMPUTATIONAL ECONOMICS, 2017, 49 (02) : 271 - 288
  • [4] A New Stable Local Radial Basis Function Approach for Option Pricing
    A. Golbabai
    E. Mohebianfar
    Computational Economics, 2017, 49 : 271 - 288
  • [5] Radial Basis Function generated Finite Differences for option pricing problems
    Milovanovic, Slobodan
    von Sydow, Lina
    COMPUTERS & MATHEMATICS WITH APPLICATIONS, 2018, 75 (04) : 1462 - 1481
  • [6] Numerical investigation of high-dimensional option pricing PDEs by utilizing a hybrid radial basis function- finite difference procedure
    Ahmed, Nawzad M.
    Soleymani, Fazlollah
    Saeed, Rostam K.
    ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS, 2024, 163
  • [7] Numerical investigation of high-dimensional option pricing PDEs by utilizing a hybrid radial basis function- finite difference procedure
    Ahmed, Nawzad M.
    Soleymani, Fazlollah
    Saeed, Rostam K.
    ENGINEERING ANALYSIS WITH BOUNDARY ELEMENTS, 2024, 163 : 211 - 222
  • [8] A stable local radial basis function method for option pricing problem under the Bates model
    Company, Rafael
    Egorova, Vera N.
    Jodar, Lucas
    Soleymani, Fazlollah
    NUMERICAL METHODS FOR PARTIAL DIFFERENTIAL EQUATIONS, 2019, 35 (03) : 1035 - 1055
  • [9] Efficient hierarchical approximation of high-dimensional option pricing problems
    Reisinger, Christoph
    Wittum, Gabriel
    SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2007, 29 (01): : 440 - 458
  • [10] Improved radial basis function methods for multi-dimensional option pricing
    Pettersson, Ulrika
    Larsson, Elisabeth
    Marcusson, Gunnar
    Persson, Jonas
    JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2008, 222 (01) : 82 - 93