Options valuation by using radial basis function approximation

This paper describes the valuation scheme of European, barrier, and Asian options of single asset by using radial basis function approximation. The option prices are governed with Black–Scholes equation. The equation is discretized with Crank–Nicolson scheme and then, the option price is approximate...

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Veröffentlicht in:Engineering analysis with boundary elements 2007-10, Vol.31 (10), p.836-843
Hauptverfasser: Goto, Yumi, Fei, Zhai, Kan, Shen, Kita, Eisuke
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Fei, Zhai
Kan, Shen
Kita, Eisuke
description This paper describes the valuation scheme of European, barrier, and Asian options of single asset by using radial basis function approximation. The option prices are governed with Black–Scholes equation. The equation is discretized with Crank–Nicolson scheme and then, the option price is approximated with the radial basis functions with unknown parameters. In the European and the barrier options, the prices are governed with Black–Scholes equation. The governing option of the Asian option, however, is different from them of the others. In that case, one has to adopt the other radial basis functions than that for the original Black–Scholes equation. Finally, numerical results are compared with theoretical and finite difference solutions in order to confirm the validity of the present formulation.
doi_str_mv 10.1016/j.enganabound.2007.02.001
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subjects Applied sciences
Approximation
Asian
Asian option
Barrier option
Barriers
Black-Scholes equation
Boundary element method
Decision theory. Utility theory
European option
Exact sciences and technology
Mathematical analysis
Mathematical models
Operational research and scientific management
Operational research. Management science
Option Contract
Radial basis function
title Options valuation by using radial basis function approximation
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