ENTROPY FLOW AND DE BRUIJN'S IDENTITY FOR A CLASS OF STOCHASTIC DIFFERENTIAL EQUATIONS DRIVEN BY FRACTIONAL BROWNIAN MOTION

被引:2
作者
Choi, Michael C. H. [1 ,2 ]
Lee, Chihoon [1 ,3 ]
Song, Jian [4 ,5 ]
机构
[1] Chinese Univ Hong Kong, Inst Data & Decis Analyt, Shenzhen 518172, Guangdong, Peoples R China
[2] Shenzhen Inst Artificial Intelligence & Robot Soc, Shenzhen, Peoples R China
[3] Stevens Inst Technol, Sch Business, Hoboken, NJ 07030 USA
[4] Shandong Univ, Res Ctr Math & Interdisciplinary Sci, Qingdao 266237, Shandong, Peoples R China
[5] Shandong Univ, Sch Math, Jinan 250100, Shandong, Peoples R China
关键词
de bruijn's identity; entropy power; fokker-planck equation; fractional brownian motion; MUTUAL INFORMATION; RESPECT; POWER;
D O I
10.1017/S0269964819000421
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Motivated by the classical De Bruijn's identity for the additive Gaussian noise channel, in this paper we consider a generalized setting where the channel is modelled via stochastic differential equations driven by fractional Brownian motion with Hurst parameter H is an element of (0, 1). We derive generalized De Bruijn's identity for Shannon entropy and Kullback-Leibler divergence by means of Ito's formula, and present two applications. In the first application we demonstrate its equivalence with Stein's identity for Gaussian distributions, while in the second application, we show that for H is an element of (0, 1/2], the entropy power is concave in time while for H is an element of (1/2, 1) it is convex in time when the initial distribution is Gaussian. Compared with the classical case of H = 1/2, the time parameter plays an interesting and significant role in the analysis of these quantities.
引用
收藏
页码:369 / 380
页数:12
相关论文
共 24 条
[1]   Stochastic calculus with respect to Gaussian processes [J].
Alòs, E ;
Mazet, O ;
Nualart, D .
ANNALS OF PROBABILITY, 2001, 29 (02) :766-801
[2]   Operators associated with a stochastic differential equation driven by fractional Brownian motions [J].
Baudoin, Fabrice ;
Coutin, Laure .
STOCHASTIC PROCESSES AND THEIR APPLICATIONS, 2007, 117 (05) :550-574
[3]   LONG-RANGE DEPENDENCE IN VARIABLE-BIT-RATE VIDEO TRAFFIC [J].
BERAN, J ;
SHERMAN, R ;
TAQQU, MS ;
WILLINGER, W .
IEEE TRANSACTIONS ON COMMUNICATIONS, 1995, 43 (2-4) :1566-1579
[4]   The heat equation and Stein's identity: Connections, applications [J].
Brown, L ;
DasGupta, A ;
Haff, LR ;
Strawderman, WE .
JOURNAL OF STATISTICAL PLANNING AND INFERENCE, 2006, 136 (07) :2254-2278
[5]   Stochastic integral of divergence type with respect to fractional Brownian motion with Hurst parameter H ∈ (0,1/2) [J].
Cheridito, P ;
Nualart, D .
ANNALES DE L INSTITUT HENRI POINCARE-PROBABILITES ET STATISTIQUES, 2005, 41 (06) :1049-1081
[6]   ON THE GAUSSIAN INTERFERENCE CHANNEL [J].
COSTA, MHM .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1985, 31 (05) :607-615
[7]   A NEW ENTROPY POWER INEQUALITY [J].
COSTA, MHM .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1985, 31 (06) :751-760
[8]   Stochastic analysis, rough path analysis and fractional Brownian motions [J].
Coutin, L ;
Qian, ZM .
PROBABILITY THEORY AND RELATED FIELDS, 2002, 122 (01) :108-140
[9]  
Cover T. M., 2006, ELEMENTS INFORM THEO, V2nd