Computational methods for pricing and hedging derivatives

作者: Tommaso Paletta

DOI:

关键词: EconomicsSkewnessHedge (finance)Monte Carlo methods for option pricingHeteroscedasticityEconometricsEstimatorGeometric Brownian motionBinomial options pricing modelMonte Carlo method

摘要: In this thesis, we propose three new computational methods to price financial derivatives and construct hedging strategies under several underlying asset dynamics. First, introduce a method hedge European basket options two displaced processes with jumps, which are capable of accommodating negative skewness excess kurtosis. The approach uses Hermite polynomial expansion standard normal variable match the first m moments standardised return. It consists Black-and-Scholes type formulae its improvement on existing is twofold: consider more realistic dynamics allow flexible specifications for basket. Additionally, pricing American options: one quasi-analytic numerical method. aims increase accuracy almost any geometric Brownian motion relies an approximation optimal exercise near beginning contract combined approaches. An extensive scenario-based study shows that improves formulae, various maturity ranges, and, in particular, long-maturity where perform worst. The second combines Monte Carlo simulation weighted least squares regressions estimate continuation value American-style derivatives, similar framework proposed by Longstaff Schwartz. We justify introduction numerically theoretically demonstrating regression estimators not best linear unbiased (BLUE) since there evidence heteroscedasticity errors. find considerably reduces upward bias affects algorithm. Finally, superiority our approaches also illustrated over real data considering S&P 100 LEAPS®, traded from 15 February 2012 10 December 2014.

参考文章(244)
K. H. Felix Kan, R. Mark Reesor, Tyson Whitehead, Matt Davison, Correcting the Bias in Monte Carlo Estimators of American-style Option Values Springer, Berlin, Heidelberg. pp. 439- 454 ,(2009) , 10.1007/978-3-642-04107-5_28
Tommaso Paletta, Arturo Leccadito, Radu Tunaru, Pricing and Hedging Basket Options Under Shifted Asymmetric Jump-Diffusion Processes Springer, Cham. pp. 167- 171 ,(2014) , 10.1007/978-3-319-05014-0_38
Shijun Liao, Applications in Finance: American Put Options Springer, Berlin, Heidelberg. pp. 425- 459 ,(2012) , 10.1007/978-3-642-25132-0_13
Robert L. McDonald, Mark D. Schroder, A parity result for American options The Journal of Computational Finance. ,vol. 1, pp. 5- 13 ,(1998) , 10.21314/JCF.1998.010
Paul A. Samuelson, Rational Theory of Warrant Pricing Henry P. McKean Jr. Selecta. pp. 195- 232 ,(2015) , 10.1007/978-3-319-22237-0_11
Moshe A. Milevsky, Steven E. Posner, Valuing Exotic Options by Approximating the SPD with Higher Moments Social Science Research Network. ,(1998)
G. Peskir, Alʹbert Nikolaevich Shiri︠a︡ev, Optimal Stopping and Free-Boundary Problems ,(2006)
Tanya S. Beder, Cara M. Marshall, Financial Engineering: The Evolution of a Profession ,(2011)