Abstract
A new family of Barnes beta distributions on \((0, \infty )\) is introduced and its infinite divisibility, moment determinacy, scaling, and factorization properties are established. The Morris integral probability distribution is constructed from Barnes beta distributions of types (1, 0) and (2, 2), and its moment determinacy and involution invariance properties are established. For application, the maximum distributions of the 2D gaussian free field on the unit interval and circle with a non-random logarithmic potential are conjecturally related to the critical Selberg and Morris integral probability distributions, respectively, and expressed in terms of sums of Barnes beta distributions of types (1, 0) and (2, 2).
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Notes
We will abbreviate \(\bigl (\mathcal {S}_N \log \Gamma _M\bigr )(q\,|a,\,b)\) to mean the action of \(\mathcal {S}_N\) on \(\log \Gamma _M(x|a),\) i.e. \(\bigl (\mathcal {S}_N \log \Gamma _M(x|a)\bigr )(q\,|\,b).\)
The validity of approximating the finite N quantity with the \(N\rightarrow \infty \) limit is discussed in [14].
As remarked in [21], this procedure only determines the distribution of the maximum up to a constant term.
This restriction is necessary as \(M_{(\tau ,\lambda _1,\lambda _2)}\) is real-valued whereas \(\int _{-\pi }^{\pi } e^{i\psi \frac{\lambda _1-\lambda _2}{2}} \, |1+e^{i\psi }|^{\lambda _1+\lambda _2}\, dM_{\beta }(\psi )\) is not in general, unless \(\lambda _1=\lambda _2.\) The problem of determining the law of \(\int _{-\pi }^{\pi } e^{i\psi \frac{\lambda _1-\lambda _2}{2}} \, |1+e^{i\psi }|^{\lambda _1+\lambda _2}\, dM_{\beta }(\psi )\) for \(\lambda _1\ne \lambda _2\) is left to future research.
References
Bacry, E., Delour, J., Muzy, J.-F.: Multifractal random walk. Phys. Rev. E 64, 026103 (2001)
Bacry, E., Muzy, J.-F.: Log-infinitely divisible multifractal random walks. Commun. Math. Phys. 236, 449–475 (2003)
Barnes, E.W.: The genesis of the double gamma functions. Proc. Lond. Math. Soc. 1(1), 358–381 (1899)
Barnes, E.W.: On the theory of the multiple gamma function. Trans. Camb. Philos. Soc. 19, 374–425 (1904)
Biane, P., Pitman, J., Yor, M.: Probability laws related to the Jacobi theta and Riemann zeta functions, and brownian excursions. Bull. Am. Math. Soc. 38, 435–465 (2001)
Bourgade, P., Kuan, J.: Strong Szegő asymptotics and zeros of the zeta function. Commun. Pure Appl. Math 67, 1028–1044, arXiv:1203.5328 (corrected version) (2013)
Cao, X., Rosso, A., Santachiara, R.: Extreme value statistics of 2D Gaussian free field: effect of finite domains. J. Phys. A: Math. Theor. 49, 02LT02 (2016)
Carpentier, D., Le Doussal, P.: Glass transition of a particle in a random potential, front selection in nonlinear renormalization group, and entropic phenomena in Liouville and sinh-Gordon models. Phys. Rev. E 63, 026110 (2001)
Chamon, C., Mudry, C., Wen, X.-G.: Localization in two dimensions, Gaussian field theories, and multifractality. Phys. Rev. Lett. 77, 4194 (1996)
Ding, J., Roy, R., Zeitouni, O.: Convergence of the centered maximum of log-correlated Gaussian fields. arXiv:1503.04588 (2015)
Dufresne, D.: \(G\) distributions and the beta–gamma algebra. Electron. J. Probab. 15, 2163–2199 (2010)
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., Giraud, O.: High values of disorder-generated multifractals and logarithmically correlated processes. Chaos Solitons Fractals 74, 15–26 (2015)
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., Khoruzhenko, B.A., Simm, N.J.: Fractional Brownian motion with Hurst index \(H=0\) and the Gaussian Unitary Ensemble. arXiv:1312.0212 (2015)
Fyodorov, Y.V., Le Doussal, P.: Moments of the position of the maximum for GUE characteristic polynomials and for log-correlated Gaussian processes. J. Stat. Phys. (2016). doi:10.1007/s10955-016-1536-6, 1–51
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. 2009(10), P10005 (2009)
Fyodorov, Y.V., Le Doussal, P., Rosso, A.: Counting function fluctuations and extreme value threshold in multifractal patterns: the case study of an ideal \(1/f\) noise. J. Stat. Phys. 149, 898–920 (2012)
Fyodorov, Y.V., Simm, N.J.: On the distribution of maximum value of the characteristic polynomial of GUE random matrices. arXiv:1503.07110 (2015)
Hughes, C.P., Keating, J.P., O’Connell, N.: On the characteristic polynomial of a random unitary matrix. Commun. Math. Phys. 220, 429–451 (2001)
Jacod, J., Kowalski, E., Nikeghbali, A.: Mod-gaussian convergence: new limit theorems in probability and number theory. Forum Math. 23, 835–873 (2011)
Kahane, J.-P.: Positive martingales and random measures. Chin. Ann. Math. Ser. B 8, 1–12 (1987)
Kurokawa, N., Koyama, S.: Multiple sine functions. Forum Math. 15, 839–876 (2003)
Kuznetsov, A.: On extrema of stable processes. Ann. Probab. 39, 1027–1060 (2011)
Kuznetsov, A., Pardo, J.C.: Fluctuations of stable processes and exponential functionals of hypergeometric Lévy processes. Acta Appl. Math. 123, 113–139 (2013)
Letemplier, J., Simon, T.: On the law of homogeneous stable functionals. arXiv:1510.07441 (2015)
Lin, G.D., Stoyanov, J.: Moment determinacy of powers and products of nonnegative random variables. J. Theor. Probab. 28, 1337–1353 (2015)
Madaule, T.: Maximum of a log-correlated Gaussian field. arXiv:1307.1365 (2014)
Madaule, T., Rhodes, R., Vargas, V.: Glassy phase and freezing of log-correlated Gaussian potentials. Ann. Appl. Probab. 26, 643–690 (2016)
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 (1972)
Mandelbrot, B.B.: Limit lognormal multifractal measures. In: Gotsman, E.A., et al. (eds.) Frontiers of Physics: Landau Memorial Conference. Pergamon, New York (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)
Nikeghbali, A., Yor, M.: The Barnes G function and its relations with sums and products of generalized gamma convolutions variables. Electron. Commun. Probab. 14, 396–411 (2009)
Ostrovsky, D.: Mellin transform of the limit lognormal distribution. Commun. Math. Phys. 288, 287–310 (2009)
Ostrovsky, D.: Selberg integral as a meromorphic function. Int. Math. Res. Notices IMRN 17, 3988–4028 (2013)
Ostrovsky, D.: Theory of Barnes beta distributions. Electron. Commun. Probab. 18(59), 1–16 (2013)
Ostrovsky, D.: On Barnes beta distributions, Selberg integral and Riemann xi. Forum Math. (2014). doi:10.1515/forum-2013-0149
Ostrovsky, D.: On Riemann zeroes, lognormal multiplicative chaos, and Selberg integral. Nonlinearity 29, 426–464 (2016)
Rajput, B.S., Rosinski, J.: Spectral representations of infinitely divisible processes. Probab. Theory Relat. Fields 82, 451–487 (1989)
Rhodes, R., Vargas, V.: Gaussian multiplicative chaos and applications: an overview. Probab. Surv. 11, 315–392 (2014)
Rodgers, B.: A central limit theorem for the zeroes of the zeta function. Int. J. Number Theory 10, 483–511 (2014)
Ruijsenaars, S.N.M.: On Barnes’ multiple zeta and gamma functions. Adv. Math. 156, 107–132 (2000)
Shintani, T.: A proof of the classical Kronecker limit formula. Tokyo J. Math. 3, 191–199 (1980)
Soshnikov, A.: The central limit theorem for local linear statistics in classical compact groups and related combinatorial identities. Ann. Probab. 28, 1353–1370 (2000)
Steutel, F.W., van Harn, K.: Infinite Divisibility of Probability Distributions on the Real Line. Marcel Dekker, New York (2004)
Subag, E., Zeitouni, O.: Freezing and decorated Poisson point processes. Commun. Math. Phys. 337, 55–92 (2015)
Webb, C.: The characteristic polynomial of a random unitary matrix and Gaussian multiplicative chaos - The \(L^2\) -phase. Electron. J. Probab. 20(104), 1–21 (2015)
Acknowledgments
The author wants to express gratitude to Yan Fyodorov and Nickolas Simm for helpful correspondence relating to ref. [21]. The author is also thankful to the referees for many helpful suggestions.
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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). https://doi.org/10.1007/s10955-016-1591-z
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DOI: https://doi.org/10.1007/s10955-016-1591-z