Basic HTML version of Foils prepared May 12 1996

Foil 9 Path Integral Approach to Derivative Valuation

From Overview of HPCC Applications at NPAC CRPC Annual Meeting -- May 14-17 1996. by Geoffrey Fox


1 We developed new algorithms for risk neutral valuation of derivative financial instruments
2 Theoretical prices of derivative instruments are obtained by discounting their expected payoffs under the equivalent martingale measure using money market interest rate.
3 The core algorithm is Path Integral Monte Carlo which used to generate arbitrary distributions of underlying risk factors (stocks, bonds, short interest rates, commodities, indices etc.)
4 The advantage of the new algorithm is that sensitivities of derivative prices with respect to changes in all model parameters are computed in a single simulation.
  • This is crucial for effective hedging.
5 Parallel version of the algorithm is written in C and MPI and relies on task parallelism and functional decomposition (could also use HPF)
6 Monte Carlo samples are generated on multiple processors in embarrassingly parallel fashion

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