dc.contributor.advisor |
Liu, Qing H. |
|
dc.contributor.author |
Yue, Tianyao |
|
dc.date.accessioned |
2013-01-16T20:28:52Z |
|
dc.date.available |
2013-01-16T20:28:52Z |
|
dc.date.issued |
2012 |
|
dc.identifier.uri |
https://hdl.handle.net/10161/6156 |
|
dc.description.abstract |
<p>Numerical methods such as Monte Carlo method (MCM), finite difference method (FDM)
and finite element method (FEM) have been successfully implemented to solve financial
partial differential equations (PDEs). Sophisticated computational algorithms are
strongly desired to further improve accuracy and efficiency.</p><p>The relatively
new spectral element method (SEM) combines the exponential convergence of spectral
method and the geometric flexibility of FEM. This dissertation carefully investigates
SEM on the pricing of European options and their Greeks (Delta, Gamma and Theta).
The essential techniques, Gauss quadrature rules, are thoroughly discussed and developed.
The spectral element method and its error analysis are briefly introduced first and
expanded in details afterwards.</p><p>Multi-element spectral element method (ME-SEM)
for the Black-Scholes PDE is derived on European put options with and without dividend
and on a condor option with a more complicated payoff. Under the same Crank-Nicolson
approach for the time integration, the SEM shows significant accuracy increase and
time cost reduction over the FDM. A novel discontinuous payoff spectral element method
(DP-SEM) is invented and numerically validated on a European binary put option. The
SEM is also applied to the constant elasticity of variance (CEV) model and verified
with the MCM and the valuation formula. The Stochastic Alpha Beta Rho (SABR) model
is solved with multi-dimensional spectral element method (MD-SEM) on a European put
option. Error convergence for option prices and Greeks with respect to the number
of grid points and the time step is analyzed and illustrated.</p>
|
|
dc.subject |
Electrical engineering |
|
dc.subject |
Applied mathematics |
|
dc.subject |
Finance |
|
dc.subject |
Binary Options |
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dc.subject |
Black-Scholes |
|
dc.subject |
Gauss Quadrature |
|
dc.subject |
Option Greeks |
|
dc.subject |
Spectral Element Method |
|
dc.subject |
Stochastic Volatility |
|
dc.title |
Spectral Element Method for Pricing European Options and Their Greeks |
|
dc.type |
Dissertation |
|
dc.department |
Electrical and Computer Engineering |
|
dcterms.provenance |
PDF updated on 26 January 2022 by request of the author. The final page of the original
PDF was removed, since it contained a biographical statement with sensitive information
that should not be shown publicly.
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