Valuation of PX Index Options with NGARCH Volatility and Time Dependent Expected Risk Free Rate

Thesis title: Ocenění opcí na index PX se stochastickou volatilitou a časově závislou očekávanou bezrizikovou úrokovou sazbou
Author: Štěrba, Filip
Thesis type: Disertační práce
Supervisor: Málek, Jiří
Opponents: Kodera, Jan; Hnilica, Jiří
Thesis language: Česky
Abstract:
Hlavním cílem této práce je navrhnout způsob prvotního ocenění opcí na index PX. Práce uvolňuje původní předpoklady Black-Scholesovy formule o konstantní krátkodobé úrokové míře a o konstantní volatilitě. Namísto toho se předpokládá, že krátkodobá bezriziková úroková sazba následuje za předpokladu platnosti hypotézy očekávání očekávanou trajektorii úrokových sazeb a volatilita logaritmických výnosů indexu PX se řídí NGARCH-mean procesem. Výsledné ocenění vede k zpětně dopočteným tvarům imlikované volatility, které jsou v souladu s tvary implikované volatility, které můžeme běžně pozorovat na rozvinutých trzích.
Keywords: ocenění; stochastická volatilita; opce
Thesis title: Valuation of PX Index Options with NGARCH Volatility and Time Dependent Expected Risk Free Rate
Author: Štěrba, Filip
Thesis type: Dissertation thesis
Supervisor: Málek, Jiří
Opponents: Kodera, Jan; Hnilica, Jiří
Thesis language: Česky
Abstract:
The main purpose of this thesis is to propose the valuation method of PX index options. PX index consists of blue chip stocks traded on Prague Stock Exchange. There are traded a few futures contracts on PX index on Prague Stock Exchange. However, the options on PX index are traded neither on Prague Stock Exchange nor on the OTC market. It is reasonable to think that it is only question of time when the trading of these options will emerge and thus, it is highly relevant subject of research to propose the method for valuation of these options. The traditional Merton's approach for valuation of equity index options assumes constant volatility and constant risk free rate. This results in serious mispricing which can be easily seen when we compare market prices and Merton formula derived prices. Instead, this thesis releases the assumptions of constant risk free rate and constant volatility. Firstly, it is assumed that that the risk free rate is time dependent function based on current market expectations and secondly it is assumed that the volatility of underlying asset follows NGARCH-mean process. For the purpose of former, the validity of pure expectation theory assumption is made. This enables to employ the instantaneous forward rate curve estimation procedure. For the purpose of the latter, the locally risk-neutral valuation relationship is applied. The assumption of NGARCH-mean process is essential in an effort to capture usually observed patterns of volatility (volatility skews) whereas the assumption of time dependent risk free rate still moves the valuation option model closer to the reality. The author derives the expected path of risk free rate and estimates the parameters of NGARCH process. Subsequently, the empirical martingale Monte Carlo simulation is used to price the PX options with different moneyness and with different times to maturity. It is shown that this proposed model results in volatility pattern which is usually observed on developed markets and the author's results are in line with similar empirical studies testing the GARCH Option Pricing Theory. The author concludes that proposed valuation method superiors original Merton's model and thus is more appropriate for primary valuation of PX options.
Keywords: volatility skew; NGARCH; options

Information about study

Study programme: Finance a účetnictví/Finance
Type of study programme: Doktorský studijní program
Assigned degree: Ph.D.
Institutions assigning academic degree: Vysoká škola ekonomická v Praze
Faculty: Faculty of Finance and Accounting
Department: Department of Banking and Insurance

Information on submission and defense

Date of assignment: 6. 10. 2004
Date of submission: 29. 1. 2009
Date of defense: 12. 3. 2009
Identifier in the InSIS system: https://insis.vse.cz/zp/18633/podrobnosti

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