Asset Return & Camel Process: Beauty and the Beast

In this paper, we propose a new diffusion process referred to as the “camel process” in order to model the cumulative return of a financial asset. This new process includes three parameters, the market condition parameter α, the overreaction correction parameter β, and the volatility parameter γ. Its steady state probability density function could be unimodal or bimodal, depending on the sign of the market condition parameter. The overreaction correction is realised through the non-linear drift term which incorporates the cube term of the instantaneous cumulative return. The time-dependent solution of its Fokker-Planck equation cannot be obtained analytically, but can be numerically solved using the finite difference method. The properties of the camel process are confirmed by our empirical estimation results of ten market indexes in two different periods.

[1]  M. Yor,et al.  Stochastic Volatility for Lévy Processes , 2003 .

[2]  J. Roberts,et al.  First-passage time for randomly excited non-linear oscillators , 1986 .

[3]  Michael M. Sørensen,et al.  A hyperbolic diffusion model for stock prices , 1996, Finance Stochastics.

[4]  C. Granger,et al.  Some Properties of Absolute Return, An Alternative Measure of Risk , 1995 .

[5]  Christian Bender,et al.  Arbitrage with fractional Brownian motion , 2007 .

[6]  R. Schilling Financial Modelling with Jump Processes , 2005 .

[7]  Lawrence A. Bergman,et al.  Numerical Solution of the Fokker–Planck Equation by Finite Difference and Finite Element Methods—A Comparative Study , 2013 .

[8]  S. Kou Chapter 2 Jump-Diffusion Models for Asset Pricing in Financial Engineering , 2007 .

[9]  B. Mandlebrot The Variation of Certain Speculative Prices , 1963 .

[10]  N. H. Bingham,et al.  Modelling asset returns with hyperbolic distributions , 2001 .

[11]  T. Andersen THE ECONOMETRICS OF FINANCIAL MARKETS , 1998, Econometric Theory.

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

[13]  Bruno Dupire Pricing with a Smile , 1994 .

[14]  R. Chou,et al.  ARCH modeling in finance: A review of the theory and empirical evidence , 1992 .

[15]  Steven Kou,et al.  A Jump Diffusion Model for Option Pricing , 2001, Manag. Sci..

[16]  R. Cont Empirical properties of asset returns: stylized facts and statistical issues , 2001 .

[17]  E. Eberlein,et al.  Hyperbolic distributions in finance , 1995 .