Elephant random walks and their connection to Polya-type urns

被引:86
作者
Baur, Erich [1 ]
Bertoin, Jean [2 ]
机构
[1] ENS Lyon, UMPA, 46 Allee Italie, F-69364 Lyon 07, France
[2] Univ Zurich, Inst Math, Winterthurerstr 190, CH-8057 Zurich, Switzerland
基金
瑞士国家科学基金会;
关键词
LIMIT-THEOREMS; ANOMALOUS DIFFUSION; BRANCHING-PROCESSES; SCHEMES;
D O I
10.1103/PhysRevE.94.052134
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
In this paper, we explain the connection between the elephant random walk (ERW) and an urn model a la Polya and derive functional limit theorems for the former. The ERW model was introduced in [Phys. Rev. E 70, 045101 (2004)] to study memory effects in a highly non-Markovian setting. More specifically, the ERW is a one-dimensional discrete-time random walk with a complete memory of its past. The influence of the memory is measured in terms of a memory parameter p between zero and one. In the past years, a considerable effort has been undertaken to understand the large-scale behavior of the ERW, depending on the choice of p. Here, we use known results on urns to explicitly solve the ERW in all memory regimes. The method works as well for ERWs in higher dimensions and is widely applicable to related models.
引用
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页数:6
相关论文
共 31 条
[1]   LIMIT THEOREMS FOR RANDOM TRIANGULAR URN SCHEMES [J].
Aguech, Rafik .
JOURNAL OF APPLIED PROBABILITY, 2009, 46 (03) :827-843
[2]   Superdiffusion driven by exponentially decaying memory [J].
Alves, G. A. ;
de Araujo, J. M. ;
Cressoni, J. C. ;
da Silva, L. R. ;
da Silva, M. A. A. ;
Viswanathan, G. M. .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2014,
[3]  
[Anonymous], 2008, Polya Urn Models
[4]  
[Anonymous], 1999, CONVERGE PROBAB MEAS
[5]   EMBEDDING OF URN SCHEMES INTO CONTINUOUS TIME MARKOV BRANCHING PROCESSES AND RELATED LIMIT THEOREMS [J].
ATHREYA, KB ;
KARLIN, S .
ANNALS OF MATHEMATICAL STATISTICS, 1968, 39 (06) :1801-&
[6]  
Bernshtein S.N., 1940, Izv. Akad. Nauk SSSR Ser. Mat, V4, P137
[7]  
Bernstein S, 1940, CR ACAD SCI URSS, V28, P5
[8]   Solvable random-walk model with memory and its relations with Markovian models of anomalous diffusion [J].
Boyer, D. ;
Romo-Cruz, J. C. R. .
PHYSICAL REVIEW E, 2014, 90 (04)
[9]   LIMIT DISTRIBUTIONS FOR LARGE POLYA URNS [J].
Chauvin, Brigitte ;
Pouyanne, Nicolas ;
Sahnoun, Reda .
ANNALS OF APPLIED PROBABILITY, 2011, 21 (01) :1-32
[10]  
Coletti C. F., ARXIV160801662