Volatility Effects on the Escape Time in Financial Market Models

We shortly review the statistical properties of the escape times, or hitting times, for stock price returns by using different models which describe the stock market evolution. We compare the probability function (PF) of these escape times with that obtained from real market data. Afterwards we analyze in detail the effect both of noise and different initial conditions on the escape time in a market model with stochastic volatility and a cubic nonlinearity. For this model we compare the PF of the stock price returns, the PF of the volatility and the return correlation with the same statistical characteristics obtained from real market data.

[1]  G. Papanicolaou,et al.  Derivatives in Financial Markets with Stochastic Volatility , 2000 .

[2]  Fabrizio Lillo,et al.  Scaling and Data Collapse for the Mean Exit Time of Asset Prices , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[3]  Alan G. White,et al.  The Pricing of Options on Assets with Stochastic Volatilities , 1987 .

[4]  J. Bouchaud An introduction to statistical finance , 2002 .

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

[6]  T. Alderweireld,et al.  A Theory for the Term Structure of Interest Rates , 2004, cond-mat/0405293.

[7]  Jean-Philippe Bouchaud,et al.  Power laws in economics and finance: some ideas from physics , 2001 .

[8]  S. Boccaletti,et al.  Signatures of noise-enhanced stability in metastable states. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[9]  Bernardo Spagnolo,et al.  Noise-enhanced stability in fluctuating metastable states. , 2004, Physical review. E, Statistical, nonlinear, and soft matter physics.

[10]  Sorin Solomon,et al.  Theoretical analysis and simulations of the generalized Lotka-Volterra model. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[11]  Lin Kang,et al.  Thermal escape from a metastable state in periodically driven Josephson junctions. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[12]  Bernardo Spagnolo,et al.  Co-occurrence of resonant activation and noise-enhanced stability in a model of cancer growth in the presence of immune response. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[13]  G. Bonanno,et al.  Mean escape time in a system with stochastic volatility. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[14]  V. Yakovenko,et al.  Probability distribution of returns in the Heston model with stochastic volatility , 2002, cond-mat/0203046.

[15]  T. Bollerslev,et al.  ANSWERING THE SKEPTICS: YES, STANDARD VOLATILITY MODELS DO PROVIDE ACCURATE FORECASTS* , 1998 .

[16]  Rama Cont,et al.  A Langevin approach to stock market fluctuations and crashes , 1998 .

[17]  Steven N. Durlauf,et al.  The Economy As an Evolving Complex System III: Current Perspectives and Future Directions , 2005 .

[18]  B Spagnolo,et al.  Noise-enhanced stability of periodically driven metastable states. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[19]  F. Black,et al.  The Pricing of Options and Corporate Liabilities , 1973, Journal of Political Economy.

[20]  Enrico Scalas,et al.  Waiting-times and returns in high-frequency financial data: an empirical study , 2002, cond-mat/0203596.

[21]  Victor M. Yakovenko,et al.  Comparison between the probability distribution of returns in the Heston model and empirical data for stock indexes , 2003 .

[22]  R. Gencay,et al.  An Introduc-tion to High-Frequency Finance , 2001 .

[23]  Didier Sornette,et al.  Critical Market Crashes , 2003, cond-mat/0301543.

[24]  Rosario N. Mantegna,et al.  Book Review: An Introduction to Econophysics, Correlations, and Complexity in Finance, N. Rosario, H. Mantegna, and H. E. Stanley, Cambridge University Press, Cambridge, 2000. , 2000 .

[25]  L. Borland Option pricing formulas based on a non-Gaussian stock price model. , 2002, Physical review letters.

[26]  S. Heston A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options , 1993 .

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

[28]  Rosario N. Mantegna,et al.  An Introduction to Econophysics: Contents , 1999 .

[29]  W. Arthur,et al.  The Economy as an Evolving Complex System II , 1988 .

[30]  Bernardo Spagnolo,et al.  Suppression of timing errors in short overdamped josephson junctions. , 2004, Physical review letters.

[31]  Mantegna,et al.  Noise enhanced stability in an unstable system. , 1996, Physical review letters.

[32]  Mielke Noise induced stability in fluctuating, bistable potentials , 2000, Physical review letters.

[33]  Bernardo Spagnolo,et al.  Suppression of noise in FitzHugh-Nagumo model driven by a strong periodic signal [rapid communication] , 2005 .

[34]  C. Gardiner Handbook of Stochastic Methods , 1983 .

[35]  J. Bouchaud,et al.  Theory Of Financial Risk And Derivative Pricing , 2000 .

[36]  Giovanni Bonanno,et al.  Role of noise in a market model with stochastic volatility , 2006 .

[37]  Jun-ichi Inoue,et al.  Crossover between Lévy and Gaussian regimes in first-passage processes. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[38]  Giovanni Bonanno,et al.  ESCAPE TIMES IN STOCK MARKETS , 2005 .

[39]  Fabrizio Lillo,et al.  Volatility in financial markets: stochastic models and empirical results , 2002 .

[40]  Jonathan Paul Lewis Hatchett,et al.  Effects of economic interactions on credit risk , 2006 .

[41]  Georges Courtadon,et al.  Valuation of options and corporate liabilities with interest rate uncertainty , 1980 .

[42]  J. Stoyanov A Guide to First‐passage Processes , 2003 .

[43]  T. Bollerslev,et al.  Generalized autoregressive conditional heteroskedasticity , 1986 .

[44]  Sidney Redner,et al.  A guide to first-passage processes , 2001 .

[45]  Victor M. Yakovenko,et al.  Exponential distribution of financial returns at mesoscopic time lags: a new stylized fact , 2004 .

[46]  R. Engle Autoregressive conditional heteroscedasticity with estimates of the variance of United Kingdom inflation , 1982 .

[47]  L. Borland A theory of non-Gaussian option pricing , 2002, cond-mat/0205078.