×

Extreme value problems in random matrix theory and other disordered systems. (English) Zbl 1456.82488

Summary: We review some applications of central limit theorems and extreme values statistics in the context of disordered systems. We discuss several problems, in particular concerning random matrix theory and the generalization of the Tracy-Widom distribution when the disorder has “fat tails”. We underline the relevance of power-law tails for directed polymers and mean-field spin glasses and we point out various open problems and conjectures on these matters. We find that, in many instances, the assumption of Gaussian disorder cannot be taken for granted.

MSC:

82B44 Disordered systems (random Ising models, random Schrödinger operators, etc.) in equilibrium statistical mechanics
82B41 Random walks, random surfaces, lattice animals, etc. in equilibrium statistical mechanics
15B52 Random matrices (algebraic aspects)

References:

[1] See e.g. Bouchaud J-P and Georges A 1990 Anomalous diffusion in random media: statistical mechanisms, models and physical applications Phys. Rep.195 127 · doi:10.1016/0370-1573(90)90099-N
[2] Shlesinger M F, Zaslavsky G M and Frisch U (ed) Lévy Flights and Related Topics in Physics(Lecture Notes in Physics vol 450) (Berlin: Springer) · Zbl 0823.00016
[3] See e.g. Bouchaud J-P and Potters M 2004 Theory of Financial Risk and Derivative Pricing (Cambridge: Cambridge University Press)
[4] Galambos J 1987 The Asymptotic Theory of Extreme Order Statistics (Malabar, FL: Krieger) · Zbl 0634.62044
[5] Bouchaud J-P and Mézard M 1997 Universality classes for extreme-value statistics J. Phys. A: Math. Gen.30 7997 · Zbl 0953.60040
[6] Ben Arous G, Bogachev L V and Molchanov S A 2005 Limit theorems for sums of random exponentials Probab. Theor. Relat. Fields132 579 · Zbl 1073.60017 · doi:10.1007/s00440-004-0406-3
[7] Ben Arous G, Molchanov S A and Ramirez A F 2005 Transition from the annealed to the quenched asymptotics for a random walk on random obstacles Ann. Probab.33 2149 · Zbl 1099.82003 · doi:10.1214/009117905000000404
[8] Ben Arous G, Molchanov S A and Ramirez A F 2005 Phase transition asymptotics for random walks on a stationary random potential Preprint math.PR/0510519
[9] Derrida B 1994 Non-self averaging effects in sum of random variables On Three Levels ed M Fannes, C Maes and A Verbeure (New York: Plenum) p 125 · Zbl 0863.60101 · doi:10.1007/978-1-4615-2460-1_12
[10] Cizeau P and Bouchaud J P 1994 Theory of Lévy matrices Phys. Rev. E 50 1810 · doi:10.1103/PhysRevE.50.1810
[11] Burda Z, Jurkiewicz J, Nowak M A, Papp G and Zahed I 2006 Random Lévy matrices revisited Preprint cond-mat/0602087 · Zbl 1371.60013
[12] Tracy C A and Widom H 1994 Level spacing distributions and the airy kernel Commun. Math. Phys.159 33 · Zbl 0789.35152 · doi:10.1007/BF02100489
[13] For a review, see Spohn H 2005 Exact solutions for KPZ-type growth processes, random matrices, and equilibrium shapes of crystals Preprint cond-mat/0512011
[14] Majumdar S and Nechaev S 2005 Exact asymptotic results for the Bernoulli matching model of sequence alignment Phys. Rev. E 72 020901(R) · doi:10.1103/PhysRevE.72.020901
[15] Johansson K 2000 Shape fluctuations and random matrices Commun. Math. Phys.209 437 · Zbl 0969.15008 · doi:10.1007/s002200050027
[16] Soshnikov A 1999 Universality at the edge of the spectrum in Wigner random matrices Commun. Math. Phys.207 697 · Zbl 1062.82502 · doi:10.1007/s002200050743
[17] Baik J, Ben Arous G and Péché S 2005 Phase transition of the largest eigenvalue for non-null complex sample covariance matrices Ann. Probab.33 1643 · Zbl 1086.15022 · doi:10.1214/009117905000000233
[18] Soshnikov A 2004 Poisson statistics for the largest eigenvalues of Wigner random matrices with heavy tails Elect. Comm. Probab.9 82 · Zbl 1060.60013 · doi:10.1214/ECP.v9-1112
[19] Biroli G, Bouchaud J-P and Potters M 2007 On the top eigenvalue of heavy-tailed random matrices Europhys. Lett.78 10001 · Zbl 1244.82029
[20] Prähofer M and Spohn H 2004 Exact scaling functions for one-dimensional stationary KPZ growth J. Stat. Phys.115 255 · Zbl 1157.82363 · doi:10.1023/B:JOSS.0000019810.21828.fc
[21] Marčenko V A and Pastur L A 1967 Distribution of eigenvalues for some sets of random matrices Math. USSR-Sb1 457 · Zbl 0162.22501 · doi:10.1070/SM1967v001n04ABEH001994
[22] For a case where the asymptotic eigenvalue spectrum develops fat tails, see: Burda Z, Gorlich T and Waclaw B 2006 Spectral properties of empirical covariance matrices for data with power-law tails Preprint physics/0603186
[23] Bouchaud J-P, Laloux L, Miceli M A and Potters M 2007 Large dimension forecasting models and random singular value spectra Eur. Phys. J. B 55 201 · Zbl 1189.91114 · doi:10.1140/epjb/e2006-00204-0
[24] Zhang Y C 1990 Growth anomaly and its implications Physica A 170 1 · doi:10.1016/0378-4371(90)90083-5
[25] Halpin Healey T and Zhang Y C 1995 Kinetic roughening, stochastic growth, directed polymers and all that Phys. Rep.254 189 · doi:10.1016/0370-1573(94)00087-J
[26] Bouchaud J P, Bouchaud E, Lapasset G and Planès J 1993 Models of fractal cracks Phys. Rev. Lett.71 2240 · doi:10.1103/PhysRevLett.71.2240
[27] Hambly B and Martin J B 2006 Heavy tails in last-passage percolation Preprint math.PR/0604189 · Zbl 1112.60079
[28] Derrida B and Spohn H 1988 Polymers on disordered trees, spin glasses, and traveling waves J. Stat. Phys.51 817 · Zbl 1036.82522 · doi:10.1007/BF01014886
[29] For an interesting related discussion, see: Carpentier D and Le Doussal P 2001 Glass transition of a particle in a random potential, front selection in non linear renormalisation group Phys. Rev. E 63 026110 · doi:10.1103/PhysRevE.63.026110
[30] Muzy J-F, Bacry E and Kozhemyak A 2006 Extreme values and fat tails of multifractal fluctuations Phys. Rev. E 73 066114 · Zbl 1244.82026 · doi:10.1103/PhysRevE.73.066114
[31] Brockmann D and Hufnagel L 2004 Front propagation in reaction-superdiffusion dynamics Preprint cond-mat/0401322
[32] For a recent discussion, see Canet L and Moore M A 2006 Mode-coupling theory of the Kardar-Parisi-Zhang equation and the functional renormalization group Preprint cond-mat/0604301
[33] Kida S 1979 Asymptotic properties of Burgers turbulence J. Fluid Mech.93 337 · Zbl 0436.76031 · doi:10.1017/S0022112079001932
[34] Le Doussal P 2006 Finite temperature FRG, droplets and decaying Burgers turbulence Preprint cond-mat/0605490
[35] See also Middleton A, Le Doussal P and Wiese K J 2006 Measuring functional renormalization group fixed-point functions for pinned manifolds Preprint cond-mat/0606160
[36] Fisher D S and Huse D A 1991 Directed paths in a random potential Phys. Rev. B 43 10728 · doi:10.1103/PhysRevB.43.10728
[37] Sales M and Yoshino H 2002 Fragility of the free-energy landscape of a directed polymer in random media Phys. Rev. E 65 066131 · doi:10.1103/PhysRevE.65.066131
[38] da Silveira R A and Bouchaud J-P 2004 Temperature and disorder chaos in low dimensional directed paths Phys. Rev. Lett.93 015901 · doi:10.1103/PhysRevLett.93.015901
[39] Deem M and Chandler D 1994 Classical diffusion in strong random media J. Stat. Phys.76 911 · doi:10.1007/BF02188692
[40] Dean D S, Drummond I and Horgan R 1994 Perturbation schemes for flow in random media J. Phys. A: Math. Gen.27 5135 · Zbl 0841.76076
[41] See e.g. Monthus C and Bouchaud J-P 1996 Trap models and phenomenology of glasses J. Phys. A: Math. Gen.29 3847 · Zbl 0900.82090
[42] Ben Arous G and Cerny J 2006 Dynamics of trap models Preprint math.PR/0603344 · Zbl 1458.82019
[43] Touya C and Dean D S 2006 Dynamical transition for a particle in a squared Gaussian potential Preprint cond-mat/0610470 · Zbl 1123.82012
[44] Mézard M, Parisi G and Virasoro M A 1987 Spin Glass Theory and Beyond (Singapore: World Scientific) · Zbl 0992.82500
[45] Anderson P W 1978 Ill-condensed matter Les Houches Lecture Notes (Singapore: World Scientific)
[46] See the very interesting recent paper Mueller M and Pankov S 2006 Mean field theory for the 3D Coulomb glass Preprint cond-mat/0611021
[47] Parisi G 1986 Chance & Matter Les Houches Lecture Notes (Amsterdam: North-Holland)
[48] Parisi G and Potters M 1995 Mean-field equations for spin models with orthogonal interaction matrices J. Phys. A: Math. Gen.28 5267 · Zbl 0868.60052
[49] Cizeau P and Bouchaud J-P 1993 Mean field theory of dilute spin-glasses with power-law interactions J. Phys. A: Math. Gen.26 L187
[50] See also Engel A 2007 Replica mean-field theory for Levy spin-glasses Preprint cond-mat/0701197
[51] See e.g. Bauke H, Franz S and Mertens S 2004 Number partitioning as a random energy model J. Stat. Mech. P04003 · Zbl 1145.82326
[52] Andreanov A, Barbieri F and Martin O C 2004 Large deviations in spin-glass ground-state energies Eur. Phys. J. B 41 365 · doi:10.1140/epjb/e2004-00329-0
[53] Bouchaud J-P, Krzakala F and Martin O C 2003 Energy exponents and corrections to scaling in Ising spin glasses Phys. Rev. B 68 224404 · doi:10.1103/PhysRevB.68.224404
[54] Goethe M and Aspelmeier T 2006 Free energy fluctuations in the mean-field Ising spin glass Preprint and references therein cond-mat/0610228
[55] Bernardi L W and Campbell I A 1997 Critical exponents in Ising spin glasses Phys. Rev. B 56 5271 · doi:10.1103/PhysRevB.56.5271
[56] Rammal R 1985 Spin dynamics and glassy relaxation on fractals and percolation structures J. Physique46 1835 · doi:10.1051/jphys:0198500460110183700
[57] Vinokur V, Marchetti C and Chen L W 1996 Glassy motion of elastic manifolds Phys. Rev. Lett.77 1845 · doi:10.1103/PhysRevLett.77.1845
[58] Juhasz R, Lin Y-C and Igloi F 2006 Strong Griffiths singularities in random systems and their relation to extreme value statistics Phys. Rev. B 73 224206 · doi:10.1103/PhysRevB.73.224206
This reference list is based on information provided by the publisher or from digital mathematics libraries. Its items are heuristically matched to zbMATH identifiers and may contain data conversion errors. In some cases that data have been complemented/enhanced by data from zbMATH Open. This attempts to reflect the references listed in the original paper as accurately as possible without claiming completeness or a perfect matching.