AsianMC function

Asian option valuation with Monte Carlo (MC) simulation.

Asian option valuation with Monte Carlo (MC) simulation.

Calculates the price of an Asian option using Monte Carlo simulations to determine expected payout.

Assumptions:

The option follows a General Brownian Motion (BM),

ds=muSdt+sqrt(vol)SdWds = mu * S * dt + sqrt(vol) * S * dW where dW N(0,1)dW ~ N(0,1).

The value of mumu (the expected price increase) is o$r, the risk free rate of return (RoR).

The averaging period is the life of the option.

AsianMC(o = OptPx(o = Opt(Style = "Asian"), NSteps = 5), NPaths = 5)

Arguments

  • o: The OptPx Asian option to price.
  • NPaths: The number of simulation paths to use in calculating the price,

Returns

The option o with the price in the field PxMC based on MC simulations.

Examples

(o = AsianMC())$PxMC #Price = ~5.00, using default values o = OptPx(Opt(Style='Asian'), NSteps = 5) (o = AsianMC(o, NPaths=5))$PxMC #Price = ~$5 (o = AsianMC(NPaths = 5))$PxMC # Price = ~$5 o = Opt(Style='Asian', Right='Put',S0=10, K=15) o = OptPx(o, r=.05, vol=.1, NSteps = 5) (o = AsianMC(o, NPaths = 5))$PxMC # Price = ~$4 #See J.C.Hull, OFOD'2014, 9-ed, ex.26.3, pp.610. o = Opt(Style='Asian',S0=50,K=50,ttm=1) o = OptPx(o,r=0.1,q=0,vol=0.4,NSteps=5) (o = AsianBS(o))$PxBS #Price is 5.62. (o = AsianMC(o))$PxMC

Author(s)

Jake Kornblau, Department of Statistics and Department of Computer Science, Rice University, 2016

References

Hull, John C., Options, Futures and Other Derivatives, 9ed, 2014. Prentice Hall. ISBN 978-0-13-345631-8,

http://www-2.rotman.utoronto.ca/~hull/ofod/index.html

http://www.math.umn.edu/~spirn/5076/Lecture16.pdf