Geometric Tools For The Valuation Of
Performance-dependent Options
Author(s)
T. Gerstner & M. Holtz
Abstract
In this paper, we describe several methods for the valuation of performancedependent
options. Thereby, we use a multidimensional Black–Scholes model
for the temporal development of the asset prices. The martingale approach
then yields the fair price as a multidimensional integral whose dimension is
the number of stochastic processes in the model. The integrand is typically
discontinuous, though, which makes accurate solutions difficult to achieve by
numerical approaches. However, using tools from computational geometry we are
able to derive a pricing formula which only involves the evaluation of smooth
multivariate normal distributions. This way, performance-dependent options can
efficiently be priced even for high-dimensional problems as is shown by numerical
results.
Keywords: option pricing, multivariate integration, hyperplane arrangements.
1 Introduction
Performance-dependent options are financial derivatives whose payoff depends on
the performance of one asset in comparison to a set of benchmark assets. Here, we
assume that the performance of an asset is determined by the relative increase of
the asset price over the considered period of time. The performance of the asset is
then compared to the performances of a set of benchmark assets. For each possible
outcome of this comparison, a different payoff of the derivative can be realized.
We use a multidimensional Black–Scholes model, see, e.g., Karatzas [1] for the
temporal development of all asset prices required for the performance ranking.
The martingale approach then yields a fair option price as a multidimensional
integral whose dimension is the number of stochastic processes used in the model.
In the so-called full model, the number of processes equals the number of assets.
Keywords
option pricing, multivariate integration, hyperplane arrangements.
Related Book
Other papers in this volume
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