Chaouki BEN SAID

Uncertainty quantification in European type contingent claims

Chaouki Ben Said, "Uncertainty quantification in European type contingent claims", Graduation Project Report, Tunisia Polytechnic School,  Hosting Institution: KAUST, June 2013
Chaouki Ben Said
European options, uncertainty quantification, volatility, pricing, hedging strategy, Monte Carlo, Polynomial Chaos, sparse grid.
2013

In this report, we study, using real data from the market, the impact of the uncertainty in the volatility on the European options pricing and hedging strategy in the single asset and the multi assets case. This effect was measured and quantified by using a variety of methods mainly Polynomial Chaos, Monte Carlo and sparse grid. These methods provide a means of computing the variables of interest statistics such as the expected value, the variance and the density estimation. Numerical tests show that Polynomial Chaos in the 1D case as well as sparse grid in the multidimensional case yield results with high precision and relatively less computational time than the standard Monte Carlo method.