Skip to main content
Log in

On the Estimation of the Large Deviations Spectrum

  • Published:
Journal of Statistical Physics Aims and scope Submit manuscript

Abstract

We propose an estimation algorithm for large deviations spectra of measures and functions. The algorithm converges for natural examples of multifractals.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Arbeiter, M., Patszchke, N.: Random self-similar multifractals. Math. Nachr. 181, 5–42 (1996)

    Article  MathSciNet  MATH  Google Scholar 

  2. Arnéodo, A., Bacry, E., Muzy, J.F.: Random cascades on wavelet dyadic trees. J. Math. Phys. 39, 4142–4164 (1998)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  3. Bacry, E., Muzy, J.F.: Log-infinitely divisible multifractal processes. Commun. Math. Phys. 236, 449–475 (2003)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  4. Bacry, E., Arnéodo, A., Frisch, U., Gagne, Y., Hopfinger, E.: Wavelet analysis of fully developed turbulence data and measurement of scaling exponents. In: Turbulence and Coherent Structures Grenoble, 1989, pp. 203–215. Fluid Mech. Appl., vol. 2. Kluwer Academic, Dordrecht (1991).

    Google Scholar 

  5. Bacry, E., Muzy, J.F., Arnéodo, A.: Singularity spectrum of fractal signals from wavelet analysis: exact results. J. Stat. Phys. 70, 635–674 (1993)

    Article  ADS  MATH  Google Scholar 

  6. Bacry, E., Kozhemyak, A., Muzy, J.F.: Continuous cascade models for asset returns. J. Econ. Dyn. Control 32, 156–199 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  7. Bacry, E., Gloter, A., Hoffmann, M., Muzy, J.-F.: Multifractal analysis in a mixed asymptotic framework. Ann. Appl. Probab. 20(5), 1729–1760 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  8. Barral, J., Jin, X.: Multifractal analysis of complex random cascades. Commun. Math. Phys. 219, 129–168 (2010)

    Article  MathSciNet  ADS  Google Scholar 

  9. Barral, J., Mandelbrot, B.: Multifractal products of cylindrical pulses. Probab. Theory Relat. Fields 124, 409–430 (2002)

    Article  MathSciNet  MATH  Google Scholar 

  10. Barral, J., Mandelbrot, B.: Fractional multiplicative processes. Ann. Inst. Henri Poincaré Probab. Stat. 45, 1116–1129 (2009)

    Article  MathSciNet  MATH  Google Scholar 

  11. Barral, J., Seuret, S.: From multifractal measures to multifractal wavelet series. J. Fourier Anal. Appl. 11, 589–614 (2005)

    Article  MathSciNet  MATH  Google Scholar 

  12. Barral, J., Jin, X., Mandelbrot, B.B.: Convergence of signed multiplicative cascades. Ann. Appl. Probab. 20, 1219–1252 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  13. Biggins, J.D.: Uniform convergence of martingales in the branching random walk. Ann. Probab. 20, 137–151 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  14. Bowen, R.: Equilibrium States and the Ergodic Theory of Anosov Diffeomorphisms. Lecture Notes in Math., vol. 470. Springer, Berlin (1975)

    MATH  Google Scholar 

  15. Brown, G., Michon, G., Peyrière, J.: On the multifractal analysis of measures. J. Stat. Phys. 66(3–4), 775–790 (1992)

    Article  ADS  MATH  Google Scholar 

  16. Buczolich, Z., Nagy, J.: Hölder spectrum of typical monotone continuous functions. Real Anal. Exch. 26, 133–156 (2000)

    MathSciNet  Google Scholar 

  17. Chainais, P., Abry, P., Riedi, R.: On non scale invariant infinitely divisible cascades. IEEE Trans. Inf. Theory 51, 1063–1083 (2005)

    Article  MathSciNet  Google Scholar 

  18. Collet, P., Lebowitz, J.L., Porzio, A.: The dimension spectrum of some dynamical systems. J. Stat. Phys. 47, 609–644 (1987)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  19. Duvernet, L.: Convergence of the structure function of a multifractal random walk in a mixed asymptotic setting. Stoch. Anal. Appl. 28, 763–792 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  20. Ellis, R.S.: Large deviations for a general class of random vectors. Ann. Probab. 12, 1–12 (1984)

    Article  MathSciNet  MATH  Google Scholar 

  21. Falconer, K.J.: The multifractal spectrum of statistically self-similar measures. J. Theor. Probab. 7, 681–702 (1994)

    Article  MathSciNet  MATH  Google Scholar 

  22. Falconer, K.J.: Fractal Geometry, 2nd edn. Mathematical Foundations and Applications. Wiley, New York (2003)

    Book  MATH  Google Scholar 

  23. Frisch, U., Parisi, G.: Fully developed turbulence and intermittency in turbulence. In: Proc. Int’l Summer School on Turbulence and Predictability in Geophysical Fluid Dynamics and Climate Dynamics, pp. 84–88 (1985)

    Google Scholar 

  24. Gilbert, A.C., Willinger, W., Feldmann, A.: Scaling analysis of conservative cascades, with applications to network traffic. IEEE Trans. Inf. Theory 45, 971–991 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  25. Gupta, V.K., Waymire, E.C.: A statistical analysis of mesoscale rainfall as a random cascade. J. Appl. Meteorol. 32, 251–267 (1993)

    Article  ADS  Google Scholar 

  26. Halsey, T.C., Jensen, M.H., Kadnoff, L.P., Procaccia, I., Shraiman, B.I.: Fractal measures and their singularities: the characterisation of strange sets. Phys. Rev. A 33, 1141 (1986)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  27. Hentschel, H.G., Procaccia, I.: The infinite number of generalized dimensions of fractals and strange attractors. Physica 8D, 435–444 (1983)

    MathSciNet  ADS  Google Scholar 

  28. Holley, R., Waymire, E.C.: Multifractal dimensions and scaling exponents for strongly bounded random fractals. Ann. Appl. Probab. 2, 819–845 (1992)

    Article  MathSciNet  MATH  Google Scholar 

  29. Jaffard, S.: Multifractal formalism for functions. I. Results valid for all functions. SIAM J. Math. Anal. 28, 944–970 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  30. Jaffard, S.: Multifractal formalism for functions. II Self-similar functions. SIAM J. Math. Anal. 28, 971–998 (1997)

    Article  MathSciNet  MATH  Google Scholar 

  31. Jaffard, S.: Oscillations spaces: properties and applications to fractal and multifractal functions. J. Math. Phys. 39(8), 4129–4141 (1998)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  32. Jaffard, S.: On the Frisch-Parisi conjecture. J. Math. Pures Appl. 79, 525–552 (2000)

    Article  MathSciNet  MATH  Google Scholar 

  33. Jaffard, S.: Wavelet techniques in multifractal analysis. In: Fractal Geometry and Applications: A Jubilee of Benoît Mandelbrot. Proc. of Symposia in Pure Mathematics, vol. 72(2), 91–152 (2004)

    Google Scholar 

  34. Jaffard, S., Lashermes, B., Abry, P.: Wavelet leaders in multifractal analysis. In: Qian, T.M.I., Vai, X.Y. (eds.) Wavelet Analysis and Applications, pp. 219–264. Birkhäuser, Basel (2006)

    Google Scholar 

  35. Kahane, J.P., Peyrière, J.: Sur certaines martingales de B. Mandelbrot. Adv. Math. 22, 131–145 (1976)

    Article  MATH  Google Scholar 

  36. Lévy Véhel, J.: Numerical computation of the large deviation multifractal spectrum. In: CFIC, Rome (1996)

    Google Scholar 

  37. Lévy Véhel, J., Tricot, C.: On various multifractal spectra. Prog. Probab. 57, 23–42 (2004)

    Google Scholar 

  38. Ludena, C.: L p-variations for multifractal fractional random walks. Ann. Appl. Probab. 18, 1138–1163 (2008)

    Article  MathSciNet  MATH  Google Scholar 

  39. Mandelbrot, B.: Possible refinement of the lognormal hypothesis concerning the distribution of energy in intermittent turbulence. In: Rosenblatt, M., Atta, C.V. (eds.) Statistical Models and Turbulence. Lectures Notes in Physics, vol. 12, pp. 333–351. Springer, New York (1972)

    Chapter  Google Scholar 

  40. Mandelbrot, B.: Multiplications aléatoires itérées et distributions invariantes par moyennes pondérées. C. R. Acad. Sci. Paris 278, 289–292, 355–358 (1974)

    MathSciNet  MATH  Google Scholar 

  41. Mandelbrot, B.: Intermittent turbulence in self-similar cascades: divergence of hight moments and dimension of the carrier. J. Fluid Mech. 62, 331–358 (1974)

    Article  ADS  MATH  Google Scholar 

  42. Mandelbrot, B.: A class of multinomial multifractal measures with negative (latent) values for the “dimension” f(α). In: Fractals’ Physical Origin and Properties, Erice, 1988. Ettore Majorana Internat. Sci. Ser. Phys. Sci., vol. 45, p. 329. Plenum, New York (1989)

    Google Scholar 

  43. Mandelbrot, B.: Fractals and Scaling in Finance: Discontinuity, Concentration, Risk. Springer, Berlin (1997)

    MATH  Google Scholar 

  44. Meyer, M., Stiedl, O.: Self-affine fractal variability of human heartbeat interval dynamics in health and disease. Eur. J. Appl. Physiol. 90, 305–316 (2003)

    Article  Google Scholar 

  45. Molchan, G.M.: Scaling exponents and multifractal dimensions for independent random cascades. Commun. Math. Phys. 179, 681–702 (1996)

    Article  MathSciNet  ADS  MATH  Google Scholar 

  46. Muzy, J.F., Bacry, E., Arnéodo, A.: The multifractal formalism revisited with wavelets. Int. J. Bifurc. 4, 245–302 (1994)

    Article  MATH  Google Scholar 

  47. Olsen, L.: A multifractal formalism. Adv. Math. 116, 92–195 (1995)

    Article  MathSciNet  Google Scholar 

  48. Ossiander, M., Waymire, E.C.: Statistical estimation for multiplicative cascades. Ann. Stat. 28, 1–29 (2000)

    MathSciNet  Google Scholar 

  49. Parry, W., Pollicott, M.: Zeta functions and the periodic orbit structure of hyperbolic dynamics. Astérisque, SMF, 187–188 (1990)

  50. Pesin, Y.: Dimension Theory in Dynamical Systems: Contemporary Views and Applications. Chicago Lectures in Mathematics. University of Chicago Press, Chicago (1997)

    Google Scholar 

  51. Peyrière, J.: A vectorial multifractal formalism. Fractal geometry and applications: a jubilee of Benoît Mandelbrot, Part 2, pp. 217–230. Proc. Sympos. Pure Math., vol. 72, Part 2. Am. Math. Soc., Providence (2004)

    Google Scholar 

  52. Philipp, W., Stout, W.: Almost sure invariance principles for partial sums of weakly dependent random variables. Mem. Am. Math. Soc. 2, 161 (1975) 140 pp

    MathSciNet  Google Scholar 

  53. Rand, D.A.: The singularity spectrum f(α) for cookie-cutters. Ergod. Theory Dyn. Syst. 9, 527–541 (1989)

    Article  MathSciNet  MATH  Google Scholar 

  54. Riedi, R.H.: An improved multifractal formalism and self-similar measures. J. Math. Anal. Appl. 189, 462–490 (1995)

    Article  MathSciNet  MATH  Google Scholar 

  55. Riedi, R.H.: Multifractal processes. In: Doukhan, P.P., Oppenheim, G., Taqqu, M.S. (eds.) Long Range Dependence: Theory and Applications, pp. 625–717. Birkhäuser, Basel (2003)

    Google Scholar 

  56. Riedi, R.H., Lévy-Véhel, J.: (1997). TCP Traffic is multifractal: a numerical study. INRIA Tech. Rep. INRIA-RR-3129

  57. Ruelle, D.: Thermodynamic Formalism. Encyclopedia of Mathematics and Its Applications, vol. 5. Addison-Wesley, Reading (1978)

    MATH  Google Scholar 

  58. Stanley, H.E., Amaral, L.A.N., Goldberger, A.L., Havlin, S., Ivanov, P.C., Peng, C.K.: Statistical physics and physiology: monofractal and multifractal approaches. Physica A 270, 309–324 (1999)

    Article  ADS  Google Scholar 

  59. Wendt, H., Roux, S., Jaffard, S., Abry, P.: Wavelet leaders and bootstrap for multifractal analysis of images. Signal Process. 6(89), 1100–1114 (2009)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to J. Barral.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Barral, J., Gonçalves, P. On the Estimation of the Large Deviations Spectrum. J Stat Phys 144, 1256 (2011). https://doi.org/10.1007/s10955-011-0296-6

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10955-011-0296-6

Keywords

Navigation