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Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York University, Toronto, ON, Canada Seminar-April 15, 2004 Department of Statistics, University of Toronto

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Page 1: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Modeling of Variance and Volatility Swaps

for Financial Markets with Stochastic Volatility

Anatoliy SwishchukDepartment of Mathematics & Statistics,

York University, Toronto, ON, Canada

Seminar-April 15, 2004

Department of Statistics, University of Toronto

Page 2: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Outline

• Introduction• Stochastic Volatility Model: Heston (1993) Model• Solution of the Volatility Equation• Property of the Solution• Variance and Volatility Swaps• Calculation of Expectation and Variance• Covariance and Correlation Swaps• Numerical Example: S&P60 Canada Index

Page 3: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Introduction• Cox, Ingersoll &Ross (CIR) (1985)-stochastic

variance model;• Heston (1993)-asset price has variance that follows a

CIR model;• Brockhaus & Long (2000)-calculation expectation

and variance for volatility swap using analytical approach;

• He & Wang (RBC Financial Group) (2002)-proposed deterministic volatility for variance and volatility swaps: Query Note for the 6th IPSW PIMS, Vancouver, UBC, May 2002

Page 4: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Stochastic Volatility Model

Page 5: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Explicit Solution for Variance

Page 6: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Properties of the Process

Page 7: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Properties of Variance

Page 8: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Variance Swaps

Page 9: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Volatility Swaps

Page 10: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Calculation E[V]

Page 11: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Calculation of Var[V]

Page 12: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Calculation of Var[V] (continuation)

Page 13: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Calculation of E[V] and Var[V] in Discrete Case (sketch)

Page 14: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Calculation of E[V] and Var[V] in

Discrete Case (sketch) (continuation)

Page 15: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Covariance and Correlation Swaps

Page 16: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Pricing Covariance and Correlation Swaps

Page 17: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Valuing of Covariance Swap

Page 18: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Calculation Covariance for S1 and S2

Page 19: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Calculation Covariance for S1 and S2 (continuation I)

Page 20: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Calculation Covariance for S1 and S2 (continuation II)

Page 21: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Calculation Covariance Swap for S1 and S2

Page 22: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Numerical Example: S&P60 Canada Index

Page 23: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Statistics on Log-Returns of S&P60 Canada Index for 5 years (1997-2002)

Page 24: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Estimation of the GARCH(1,1) Process

Page 25: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Generating Different Input Variables for the Volatility Swap Model

Page 26: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Continuation (Numerical Example)

Page 27: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Figure 1: Convexity Adjustment

Page 28: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Figure 2: S&P60 Canada Index Volatility Swap

Page 29: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Some References

Page 30: Modeling of Variance and Volatility Swaps for Financial Markets with Stochastic Volatility Anatoliy Swishchuk Department of Mathematics & Statistics, York

Some References (continuation)