Some properties of generalized Fisher information in the context of nonextensive thermostatistics

被引:29
作者
Bercher, J. -F. [1 ]
机构
[1] Univ Paris Est, ESIEE Paris, Lab Informat Gaspard Monge, UMR 8049, F-77454 Marne La Vallee 2, France
关键词
Generalized Fisher information; Generalized Renyi and Tsallis entropies; Generalized q-Gaussian distributions; Information theoretic inequalities; GAGLIARDO-NIRENBERG INEQUALITIES; RENYI ENTROPY; CRAMER-RAO; LEGENDRE TRANSFORM; THERMODYNAMICS; SYSTEMS; PLANE; PRINCIPLE; SOBOLEV; DUALITY;
D O I
10.1016/j.physa.2013.03.062
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We present two extended forms of Fisher information that fa well in the context of nonextensive thermostatistics. We show that there exists an interplay between these generalized Fisher information, the generalized q-Gaussian distributions and the q-entropies. The minimum of the generalized Fisher information among distributions with a fixed moment, or with a fixed q-entropy is attained, in both cases, by a generalized q-Gaussian distribution. This complements the fact that the q-Gaussians maximize the q-entropies subject to a moment constraint, and yields new variational characterizations of the generalized q-Gaussians. We show that the generalized Fisher information naturally pop up in the expression of the time derivative of the q-entropies, for distributions satisfying a certain nonlinear heat equation. This result includes as a particular case the classical de Bruijn identity. Then we study further properties of the generalized Fisher information and of their minimization. We show that, though non additive, the generalized Fisher information of a combined system is upper bounded. In the case of mixing, we show that the generalized Fisher information is convex for q >= 1. Finally, we show that the minimization of the generalized Fisher information subject to moment constraints satisfies a Legendre structure analog to the Legendre structure of thermodynamics. (C) 2013 Elsevier B.V. All rights reserved.
引用
收藏
页码:3140 / 3154
页数:15
相关论文
共 61 条
[1]   Sharp Gagliardo-Nirenberg Inequalities via p-Laplacian Type Equations [J].
Agueh, Martial .
NODEA-NONLINEAR DIFFERENTIAL EQUATIONS AND APPLICATIONS, 2008, 15 (4-5) :457-472
[2]  
[Anonymous], 2006, Elements of Information Theory
[3]  
[Anonymous], VARIATIONAL EXTREMUM
[4]  
[Anonymous], 2006, NOTES P LAPLACE EQUA
[5]  
[Anonymous], 2009, SPRINGER
[6]  
Barenblatt GI., 1952, PRIKL MAT MEKH, V16, P67
[7]   Renyi entropy as a statistical entropy for complex systems [J].
Bashkirov, A. G. .
THEORETICAL AND MATHEMATICAL PHYSICS, 2006, 149 (02) :1559-1573
[8]   Superstatistics [J].
Beck, C ;
Cohen, EGD .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2003, 322 (1-4) :267-275
[9]   Generalised information and entropy measures in physics [J].
Beck, Christian .
CONTEMPORARY PHYSICS, 2009, 50 (04) :495-510
[10]   On multidimensional generalized Cramer-Rao inequalities, uncertainty relations and characterizations of generalized q-Gaussian distributions [J].
Bercher, J. F. .
JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL, 2013, 46 (09)