Modelling and Pricing of Variance Swaps for Stochastic
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Modelling and Pricing of Variance Swaps for Stochastic Volatility with Delay Anatoliy Swishchuk Mathematical and Computational Finance Laboratory Department of Mathematics and Statistics University of Calgary, AB, Canada MITACS Project Meeting: Modelling Trading and Risk in the Market BIRS, Banff, AB, Canada November 11 -13, 2004 This research is partially supported by MITACS and Start-Up Grant (Faculty of Science, U of C, Calgary, AB)
Swaps Security-a piece of paper representing a promise Basic Securities • Stock • Bonds (bank accounts) Derivative Securities • Option • Forward contract • Swaps-agreements between two counterparts to exchange cash flows in the future to a prearrange formula
Variance Swaps Forward contract-an agreement to buy or sell something at a future date for a set price (forward price) Variance is a measure of the uncertainty of a stock price. Variance=(standard deviation)^2=(volatility)^2 Variance swaps are forward contract on future realized stock variance
Payoff of Variance Swaps A Variance Swap is a forward contract on realized variance. Its payoff at expiration is equal to N is a notional amount ($/variance); Kvar is a strike price
Realized Continuous Variance Realized (or Observed) Continuous Variance: where is a stock volatility, T is expiration date or maturity.
Types of Stochastic Volatilities • Regime-switching stochastic volatility (Elliott & Swishchuk (2004) “Pricing options and variance swaps in Brownian and fractional Brownian markets”, working paper) • Stochastic volatility itself (CIR process in Heston model) • Stochastic volatility with delay (Kazmerchuk, Swishchuk & Wu (2002) “Continuous-time GARCH model for stochastic volatility with delay”, working paper)
Figure 2: S&P 60 Canada Index Volatility Swap
Realized Continuous Variance for Stochastic Volatility with Delay Stock Price Initial Data deterministic function
Equation for Stochastic Variance with Delay (Continuous-Time GARCH Model) Our (Kazmerchuk, Swishchuk, Wu (2002) “The Option Pricing Formula for Security Markets with Delayed Response”) first attempt was: This is a continuous-time analogue of its discrete-time GARCH(1, 1) model J. -C. Duan remarked that it is important to incorporate the expectation of log-return into the model
The Continuous-Time GARCH Stochastic Volatility Model This model incorporates the expectation of log-return Discrete-time GARCH(1, 1) Model
Stochastic Volatility with Delay Main Features of this Model • Continuous-time analogue of discrete-time GARCH model • Mean-reversion • Does not contain another Wiener process • Complete market • Incorporates the expectation of log-return
Valuing of Variance Swap for Stochastic Volatility with Delay Value of Variance Swap (present value): where EP* is an expectation (or mean value), r is interest rate. To calculate variance swap we need only EP*{V}, where and
Continuous-Time GARCH Model or where
Deterministic Equation for Expectation of Variance with Delay There is no explicit solution for this equation besides stationary solution.
Stationary Solution of the Equation with Delay
Valuing of Variance Swap with Delay in Stationary Regime
Approximate Solution of the Equation with Delay In this way
Valuing of Variance Swap with Delay in General Case We need to find EP*[Var(S)]:
Numerical Example 1: S&P 60 Canada Index (1997 -2002)
Dependence of Variance Swap with Delay on Maturity (S&P 60 Canada Index)
Variance Swap with Delay (S&P 60 Canada Index)
Numerical Example 2: S&P 500 (1990 -1993)
Dependence of Variance Swap with Delay on Maturity (S&P 500)
Variance Swap with Delay (S&P 500 Index)
Conclusions • Variance swap for regime-switching stochastic volatility model; • Variance, volatility, covariance and correlation swaps for Heston model; • Variance swap for stochastic volatility with delay; • Numerical examples: S&P 60 Canada Index and S&P 500 index
Thank you for your attention!
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