Estimating Early Exercise Premiums on Gold and Copper Options Using a Multifactor Model and Density Matched Lattices

We use the standard geometric Brownian motion augmented by jumps to describe the spot underlying and mean regressive models of interest rates and convenience yields as state variables for gold and copper prices. Estimates of parameters of the diffusion processes are obtained by the Kalman filter. Using these estimates, jump parameters are estimated in the second stage by least squares. Early exercise premia on puts and calls are computed using a lattice with probabilities assigned by the density matching technique. We find that while deep in the money options have greater absolute early exercise premiums, the early exercise premium is roughly constant as a percent of option price. Our findings also confirm that gold behaves like an investment asset and copper behaves like a commodity.

[1]  Jimmy E. Hilliard,et al.  Pricing European and American Derivatives under a Jump-Diffusion Process: A Bivariate Tree Approach , 2003, Journal of Financial and Quantitative Analysis.

[2]  Andrew Harvey,et al.  Forecasting, Structural Time Series Models and the Kalman Filter , 1990 .

[3]  P. Collin‐Dufresne,et al.  Stochastic Convenience Yield Implied from Commodity Futures and Interest Rates , 2005 .

[4]  G. Barone-Adesi,et al.  Efficient Analytic Approximation of American Option Values , 1987 .

[5]  J. E. Hilliard,et al.  Using Multivariate Densities to Assign Lattice Probabilities When There Are Jumps , 2015 .

[6]  Michael S. Johannes,et al.  Model Specification and Risk Premia: Evidence from Futures Options , 2005 .

[7]  Cyrus A. Ramezani,et al.  Maximum likelihood estimation of the double exponential jump-diffusion process , 2007 .

[8]  J. Hull Options, Futures, and Other Derivatives , 1989 .

[9]  J. E. Hilliard,et al.  Pricing European and American Derivatives Under a Jump-Diffusion Process: A Bivariate Tree Approach , 2003 .

[10]  M. Cremers,et al.  Deviations from Put-Call Parity and Stock Return Predictability , 2010 .

[11]  Jimmy E. Hilliard Robust binomial lattices for univariate and multivariate applications: choosing probabilities to match local densities , 2014 .

[12]  Louis O. Scott Pricing Stock Options in a Jump‐Diffusion Model with Stochastic Volatility and Interest Rates: Applications of Fourier Inversion Methods , 1997 .

[13]  S. Chen,et al.  Parameter estimation and bias correction for diffusion processes , 2009 .

[14]  Oldrich A. Vasicek An equilibrium characterization of the term structure , 1977 .

[15]  Sanjiv Ranjan Das The Surprise Element: Jumps in Interest Rates , 2002 .

[16]  Liuren Wu,et al.  Specification Analysis of Option Pricing Models Based on Time-Changed Levy Processes , 2003 .

[17]  Walter N. Torous,et al.  Bond Price Dynamics and Options , 1983, Journal of Financial and Quantitative Analysis.

[18]  Eduardo S. Schwartz,et al.  Unspanned Stochastic Volatility and the Pricing of Commodity Derivatives , 2006 .

[19]  Unspanned Stochastic Volatility and the Pricing of Commodity Derivatives , 2008 .

[20]  Leonidas S. Rompolis,et al.  Forecasting the mean and volatility of stock returns from option prices , 2006 .

[21]  Jimmy E. Hilliard,et al.  Valuation of Commodity Futures and Options under Stochastic Convenience Yields, Interest Rates, and Jump Diffusions in the Spot , 1998, Journal of Financial and Quantitative Analysis.

[22]  R. C. Merton,et al.  Option pricing when underlying stock returns are discontinuous , 1976 .

[23]  Eduardo S. Schwartz The stochastic behavior of commodity prices: Implications for valuation and hedging , 1997 .

[24]  S. Sundaresan,et al.  The Valuation of Options on Futures Contracts , 1985 .

[25]  David S. Bates The Crash of ʼ87: Was It Expected? The Evidence from Options Markets , 1991 .

[26]  Eduardo S. Schwartz,et al.  Short-Term Variations and Long-Term Dynamics in Commodity Prices , 2000 .

[27]  David S. Bates Jumps and Stochastic Volatility: Exchange Rate Processes Implicit in Thephlx Deutschemark Options , 1993 .

[28]  S. H. Babbs,et al.  Kalman Filtering of Generalized Vasicek Term Structure Models , 1999, Journal of Financial and Quantitative Analysis.

[29]  Vasant Naik,et al.  General Equilibrium Pricing of Options on the Market Portfolio with Discontinuous Returns , 1990 .

[30]  Ren-Raw Chen,et al.  Multi-Factor Cox-Ingersoll-Ross Models of the Term Structure: Estimates and Tests from a Kalman Filter Model , 2003 .

[31]  Steven Kou,et al.  Option Pricing Under a Double Exponential Jump Diffusion Model , 2001, Manag. Sci..

[32]  David S. Bates Jumps and Stochastic Volatility: Exchange Rate Processes Implicit in Deutsche Mark Options , 1998 .