Abstract
A multiple integral representation of single and joint moments of the total mass of the limit log-infinitely divisible stochastic measure of Bacry and Muzy (Commun Math Phys 236:449–475, 2003) is derived. The covariance structure of the total mass of the measure is shown to be logarithmic. A generalization of the Selberg integral corresponding to single moments of the limit measure is proposed and shown to satisfy a recurrence relation. The joint moments of the limit lognormal measure, classical Selberg integral with \(\lambda _1=\lambda _2=0,\) and Morris integral are represented in the form of multiple binomial sums. For application, low moments of the limit log-Poisson measure are computed exactly and low joint moments of the limit lognormal measure are considered in detail.
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Notes
The reader should note that other conical sets can be used to construct the measure. The other choices, however, lead to somewhat different properties of the limit measure, cf. [5] for a particular example.
By a slight abuse of terminology, we refer to any integral of the form \(\int _0^1 f(t)\,M_\mu (\mathrm{d}t)\) as the total mass.
We first discovered these identities in the special case of the limit log-Poisson measure using the Almkvist–Zeilberger algorithm as implemented in the Maple package MultiAlmkvistZeilberger, cf. [1].
References
Apagodu, M., Zeilberger, D.: Multi-variable Zeilberger and Almkvist–Zeilberger algorithms and the sharpening of Wilf–Zeilberger theory. Adv. Appl. Math. 37, 139–152 (2006)
Bacry, E., Delour, J., Muzy, J.-F.: Multifractal random walk. Phys. Rev. E 64, 026103 (2001)
Bacry, E., Delour, J., Muzy, J.-F.: Modelling financial time series using multifractal random walks. Physica A 299, 84–92 (2001)
Bacry, E., Muzy, J.-F.: Log-infinitely divisible multifractal random walks. Commun. Math. Phys. 236, 449–475 (2003)
Barral, J., Jin, X.: On exact scaling log-infinitely divisible cascades. Probab. Theory Relat. Fields 160, 521–565 (2014)
Barral, J., Mandelbrot, B.B.: Multifractal products of cylindrical pulses. Probab. Theory Relat. Fields 124, 409–430 (2002)
Benjamini, I., Schramm, O.: KPZ in one dimensional random geometry of multiplicative cascades. Commun. Math. Phys. 289, 653–662 (2009)
Duplantier, B., Sheffield, S.: Liouville quantum gravity and KPZ. Invent. Math. 185, 333–393 (2011)
Forrester, P.J.: Log-Gases and Random Matrices. Princeton University Press, Princeton (2010)
Fyodorov, Y.V., Bouchaud, J.P.: Freezing and extreme-value statistics in a random energy model with logarithmically correlated potential. J. Phys. A Math Theor. 41, 372001 (2008)
Fyodorov, Y.V., Keating, J.P.: Freezing transitions and extreme values: random matrix theory, \(\zeta (1/2+it),\) and disordered landscapes. Philos. Trans. R. Soc. Lond. Ser. A Math. Phys. Eng. Sci. 372, 20120503 (2014)
Fyodorov, Y.V., Le Doussal, P., Rosso, A.: Statistical mechanics of logarithmic REM: duality, freezing and extreme value statistics of 1/f noises generated by Gaussian free fields. J. Stat. Mech. Theory Exp., P10005 (2009)
Fyodorov, Y.V., Giraud, O.: High values of disorder-generated multifractals and logarithmically correlated processes. Chaos Solit. Fract. (2014). doi:10.1016/j.chaos.2014.11.018
Kahane, J.-P.: Positive martingales and random measures. Chin. Ann. Math. Ser. B 8, 1–12 (1987)
Károlyi, G., Nagy, Z.L., Petrov, F., Volkov, V.: A new approach to constant term identities and Selberg-type integrals. Adv. Math. 277, 252–282 (2015)
Mandelbrot, B.B.: Possible refinement of the log-normal hypothesis concerning the distribution of energy dissipation in intermittent turbulence. In: Rosenblatt, M., Van Atta, C. (eds.) Statistical Models and Turbulence. Lecture Notes in Physics, vol. 12. Springer, New York, p. 333 (1972)
Mandelbrot, B.B.: Limit lognormal multifractal measures. In: E. A. Gotsman, E.A. et al. (eds.) Frontiers of Physics: Landau Memorial Conference. Pergamon, New York, p. 309 (1990)
Muzy, J.-F., Bacry, E.: Multifractal stationary random measures and multifractal random walks with log-infinitely divisible scaling laws. Phys. Rev. E 66, 056121 (2002)
Nesterenko, Y.V.: Integral identities and constructions of approximations to zeta-values. J. Théor. Nombres de Bordeaux 15, 535–550 (2003)
Ostrovsky, D.: Intermittency expansions for limit lognormal multifractals. Lett. Math. Phys. 83, 265–280 (2008)
Ostrovsky, D.: Mellin transform of the limit lognormal distribution. Commun. Math. Phys. 288, 287–310 (2009)
Ostrovsky, D.: On the limit lognormal and other limit log-infinitely divisible laws. J. Stat. Phys. 138, 890–911 (2010)
Ostrovsky, D.: On the stochastic dependence structure of the limit lognormal process. Rev. Math. Phys. 23, 127–154 (2011)
Ostrovsky, D.: Selberg integral as a meromorphic function. Int. Math. Res. Not. IMRN 17, 3988–4028 (2013)
Ostrovsky, D.: On Barnes beta distributions, Selberg integral and Riemann XI. Forum Math. 28, 1–23 (2016)
Ostrovsky, D.: On Barnes beta distributions and applications to the maximum distribution of the 2D Gaussian Free Field. J. Stat. Phys. 164, 1292–1317 (2016)
Rhodes, R., Vargas, V.: KPZ formula for log-infinitely divisible multifractal random measures. ESAIM Probab. Stat. 15, 358–371 (2008)
Schmitt, F., Marsan, D.: Stochastic equations generating continuous multiplicative cascades. Eur. J. Phys. B 20, 3–6 (2001)
Acknowledgements
The author wishes to thank Jakob Ablinger of the Research Institute for Symbolic Computation for verifying Eqs. (71)–(75) and attempting to compute the integrals in Eqs. (89) and (90) using an extension of the Almkvist-Zeilberger algorithm in his Mathematica package MultiIntegrate. The author gratefully acknowledges that he used Doron Zeilberger’s implementation of the same algorithm in the Maple package MultiAlmkvistZeilberger. We verified all of our results in Sects. 4 and 5 numerically using the computer algebra program MAXIMA (http://maxima.sourceforge.net). Finally, the author is thankful to the referee for several helpful suggestions.
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Ostrovsky, D. A note on moments of limit log-infinitely divisible stochastic measures of Bacry and Muzy. Lett Math Phys 107, 267–289 (2017). https://doi.org/10.1007/s11005-016-0898-7
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DOI: https://doi.org/10.1007/s11005-016-0898-7
Keywords
- Multifractal stochastic measure
- Multiplicative chaos
- Intermittency
- Selberg integral
- Infinite divisibility
- Lévy–Khinchine decomposition
- Binomial sum
- Joint moments