On a q-Central Limit Theorem Consistent with Nonextensive Statistical Mechanics

被引:256
作者
Umarov, Sabir [1 ]
Tsallis, Constantino [2 ,3 ]
Steinberg, Stanly [4 ]
机构
[1] Tufts Univ, Dept Math, Medford, MA 02155 USA
[2] Ctr Brasileiro Pesquisas Fis, BR-22290180 Rio De Janeiro, Brazil
[3] Santa Fe Inst, Santa Fe, NM 87501 USA
[4] Univ New Mexico, Dept Math & Stat, Albuquerque, NM 87131 USA
基金
美国国家卫生研究院;
关键词
q-central limit theorem; correlated random variables; nonextensive statistical mechanics;
D O I
10.1007/s00032-008-0087-y
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The standard central limit theorem plays a fundamental role in Boltzmann-Gibbs statistical mechanics. This important physical theory has been generalized [1] in 1988 by using the entropy S-q = 1-Sigma(i)p(i)(q)/q-1 (with q is an element of R) instead of its particular BG case S-1 = S-BG = - Sigma(i)p(i)lnp(i). The theory which emerges is usually referred to as nonextensive statistical mechanics and recovers the standard theory for q = 1. During the last two decades, this q- generalized statistical mechanics has been successfully applied to a considerable amount of physically interesting complex phenomena. A conjecture[ 2] and numerical indications available in the literature have been, for a few years, suggesting the possibility of q- versions of the standard central limit theorem by allowing the random variables that are being summed to be strongly correlated in some special manner, the case q = 1 corresponding to standard probabilistic independence. This is what we prove in the present paper for 1 <= q < 3. The attractor, in the usual sense of a central limit theorem, is given by a distribution of the form p(x) = C-q[1 - (1 - q) beta x(2)](1/(1-q)) with beta > 0, and normalizing constant Cq. These distributions, sometimes referred to as q-Gaussians, are known to make, under appropriate constraints, extremal the functional Sq ( in its continuous version). Their q = 1 and q = 2 particular cases recover respectively Gaussian and Cauchy distributions.
引用
收藏
页码:307 / 328
页数:22
相关论文
共 54 条
[1]   Non-extensive random walks [J].
Anteneodo, C .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2005, 358 (2-4) :289-298
[2]   Anomalous diffusion in silo drainage [J].
Arevalo, R. ;
Garcimartin, A. ;
Maza, D. .
EUROPEAN PHYSICAL JOURNAL E, 2007, 23 (02) :191-198
[3]   Central limit theorem for anomalous scaling due to correlations [J].
Baldovin, Fulvio ;
Stella, Attilio L. .
PHYSICAL REVIEW E, 2007, 75 (02)
[4]  
Beck C., 1993, THERMODYNAMICS CHAOT
[5]  
Billingsley P., 1995, PROBABILITY MEASURE
[6]   Anomalous diffusion associated with nonlinear fractional derivative Fokker-Planck-like equation: Exact time-dependent solutions [J].
Bologna, M ;
Tsallis, C ;
Grigolini, P .
PHYSICAL REVIEW E, 2000, 62 (02) :2213-2218
[7]   A possible deformed algebra and calculus inspired in nonextensive thermostatistics [J].
Borges, EP .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2004, 340 (1-3) :95-101
[8]  
BRADLEY R, 2002, INTRO STRONG MIXING, V1
[9]  
Burlaga L. F., 2006, Astrophysical Journal, Letters, V644, pL83, DOI 10.1086/505577
[10]   Triangle for the entropic index q of non-extensive statistical mechanics observed by Voyager 1 in the distant heliosphere [J].
Burlaga, LF ;
Viñas, AF .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2005, 356 (2-4) :375-384