Abstract
This paper analyses motion of stock markets (SM) in the perspective of fractional calculus and introduces the concept of relative fractional dynamics. The SM are characterized by long-range correlations and persistent memory. These features are found in natural and artificial systems and are well modelled by means of the tools of fractional calculus. The time series of daily closing prices of 11 SM for the period 9 July 1987 to 22 April 2016 are interpreted as motion trajectories and their distances analysed through the Fourier transform. The amplitude spectra are approximated by power law functions, characterizing the relative motion of the financial indices and their slow tendency to synchronize.
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Agrawal, O.P.: Formulation of Euler–Lagrange equations for fractional variational problems. J. Math. Anal. Appl. 272(1), 368–379 (2002)
Baleanu, D., Diethelm, K., Scalas, E., Trujillo, J.J.: Fractional Calculus: Models and Numerical Methods, vol. 3. World Scientific Publishing, Boston (2012)
Bharathi, A., Dong, J.: Feedrate optimization for smooth minimum-time trajectory generation with higher order constraints. Int. J. Adv. Manuf. Technol. 82(5–8), 1029–1040 (2016)
Calderón, A.J., Vinagre, B.M., Feliu, V.: Fractional order control strategies for power electronic buck converters. Sig. Process. 86(10), 2803–2819 (2006)
Cha, S.H.: Comprehensive survey on distance/similarity measures between probability density functions. City 1(2), 1 (2007)
Cox, T.F., Cox, M.A.: Multidimensional Scaling. CRC Press, Boca Raton (2000)
Davison, M.L.: Multidimensional Scaling, vol. 85. Wiley, New York (1983)
Diethelm, K., Ford, N.J.: Analysis of fractional differential equations. J. Math. Anal. Appl. 265(2), 229–248 (2002)
Filer, L., Selover, D.D.: Why can weak linkages cause international stock market synchronization? The mode-locking effect. Int. J. Financ. Res. 5(3), 20–42 (2014)
Grzesikiewicz, W., Wakulicz, A., Zbiciak, A.: Non-linear problems of fractional calculus in modeling of mechanical systems. Int. J. Mech. Sci. 70, 90–98 (2013)
Hilfer, R.: Applications of Fractional Calculus in Physics. World Scientific, Singapore (2000)
Hilliard, J.E.: The relationship between equity indices on world exchanges. J. Finance 34(1), 103–114 (1979)
Huang, W.Q., Zhuang, X.T., Yao, S.: A network analysis of the Chinese stock market. Phys. A 388(14), 2956–2964 (2009)
Huberman, B.A., Pirolli, P.L., Pitkow, J.E., Lukose, R.M.: Strong regularities in world wide web surfing. Science 280(5360), 95–97 (1998)
Johnson, N.F., Jefferies, P., Hui, P.M.: Financial Market Complexity. Oxford University Press, Oxford (2003)
Lim, G., Kim, S., Kim, J., Kim, P., Kang, Y., Park, S., Park, I., Park, S.B., Kim, K.: Structure of a financial cross-correlation matrix under attack. Phys. A 388(18), 3851–3858 (2009)
Lopes, A.M., Machado, J.T.: Dynamical behaviour of multi-particle large-scale systems. Nonlinear Dyn. 69(3), 913–925 (2012)
Lopes, A.M., Machado, J.T.: Analysis of temperature time-series: embedding dynamics into the MDS method. Commun. Nonlinear Sci. Numer. Simul. 19(4), 851–871 (2014)
Lopes, A.M., Tenreiro Machado, J., Galhano, A.M.: Multidimensional scaling visualization using parametric entropy. Int. J. Bifurc. Chaos 25(14), 1540,017 (2015)
Lopes, A.M., Machado, J.T., Pinto, C., Galhano, A.M.: Fractional dynamics and MDS visualization of earthquake phenomena. Comput. Math. Appl. 66(5), 647–658 (2013)
Luchko, Y.: Maximum principle for the generalized time-fractional diffusion equation. J. Math. Anal. Appl. 351(1), 218–223 (2009)
Luo, Y., Chen, Y.: Fractional Order Motion Controls. Wiley, Chichester (2013)
Machado, J., Lopes, A.M.: Analysis of natural and artificial phenomena using signal processing and fractional calculus. Fract. Calc. Appl. Anal. 18(2), 459–478 (2015)
Machado, J., Mata, M.E., Lopes, A.M.: Fractional state space analysis of economic systems. Entropy 17(8), 5402–5421 (2015)
Machado, J.A.T., Lopes, A.M.: Analysis and visualization of seismic data using mutual information. Entropy 15(9), 3892–3909 (2013)
Machado, J.T.: Relativistic time effects in financial dynamics. Nonlinear Dyn. 75(4), 735–744 (2014)
Machado, J.T., Lopes, A.M.: The persistence of memory. Nonlinear Dyn. 79(1), 63–82 (2015)
Magin, R.L.: Fractional calculus models of complex dynamics in biological tissues. Comput. Math. Appl. 59(5), 1586–1593 (2010)
Mainardi, F.: Fractional Calculus and Waves in Linear Viscoelasticity: An Introduction to Mathematical Models. Imperial College Press, London (2010)
Mantegna, R.N., Stanley, H.E.: Introduction to Econophysics: Correlations and Complexity in Finance. Cambridge University Press, Cambridge (2000)
Marszalek, W., Amdeberhan, T.: Memristive jounce (Newtonian) circuits. Appl. Math. Model. 40(4), 2619–2624 (2016)
Metzler, R., Schick, W., Kilian, H.G., Nonnenmacher, T.F.: Relaxation in filled polymers: a fractional calculus approach. J. Chem. Phys. 103(16), 7180–7186 (1995)
Momani, S., Odibat, Z.: Analytical approach to linear fractional partial differential equations arising in fluid mechanics. Phys. Lett. A 355(4), 271–279 (2006)
Müller, A.: Higher derivatives of the kinematic mapping and some applications. Mech. Mach. Theory 76, 70–85 (2014)
Ortigueira, M.D.: Fractional calculus for scientists and engineers, vol. 84. Springer, Dordrecht (2011)
Pinto, C., Mendes Lopes, A., Machado, J.: A review of power laws in real life phenomena. Commun. Nonlinear Sci. Numer. Simul. 17(9), 3558–3578 (2012)
Schot, S.H.: Jerk: the time rate of change of acceleration. Am. J. Phys. 46(11), 1090–1094 (1978)
Tarasov, V.E.: Review of some promising fractional physical models. Int. J. Mod. Phys. B 27(9), 1330,005 (2013)
Machado, Tenreiro, Lopes, A.M., Galhano, A.M.: Multidimensional scaling visualization using parametric similarity indices. Entropy 17(4), 1775–1794 (2015)
Visser, M.: Jerk, snap and the cosmological equation of state. Class. Quantum Gravity 21(11), 2603 (2004)
Viviani, P., Flash, T.: Minimum-jerk, two-thirds power law, and isochrony: converging approaches to movement planning. J. Exp. Psychol. Hum. Percept. Perform. 21(1), 32–53 (1995)
Vukea, P.R., Willows-Munro, S., Horner, R.F., Coetzer, T.H.: Phylogenetic analysis of the polyprotein coding region of an infectious south african bursal disease virus (IBDV) strain. Infect. Genet. Evol. 21, 279–286 (2014)
Walti, S.: The macroeconomic determinants of stock market synchronization. J. Int. Banking Law 11(10), 436–441 (2005)
Yang, X.J., Machado, J.T., Hristov, J.: Nonlinear dynamics for local fractional Burgers’ equation arising in fractal flow. Nonlinear Dyn. 84(1), 3–7 (2016)
Yang, X.J., Srivastava, H.: An asymptotic perturbation solution for a linear oscillator of free damped vibrations in fractal medium described by local fractional derivatives. Commun. Nonlinear Sci. Numer. Simul. 29(1), 499–504 (2015)
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The authors thank the Yahoo Finance (https://finance.yahoo.com/) for the dataset.
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Tenreiro Machado, J.A., Lopes, A.M. Relative fractional dynamics of stock markets. Nonlinear Dyn 86, 1613–1619 (2016). https://doi.org/10.1007/s11071-016-2980-1
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DOI: https://doi.org/10.1007/s11071-016-2980-1