Record statistics of a strongly correlated time series: random walks and Levy flights

被引:53
作者
Godreche, Claude [1 ,2 ]
Majumdar, Satya N. [3 ]
Schehr, Gregory [3 ]
机构
[1] Univ Paris Saclay, Inst Phys Theor, CEA, F-91191 Gif Sur Yvette, France
[2] CNRS, F-91191 Gif Sur Yvette, France
[3] Univ Paris Saclay, Univ Paris Sud, LPTMS, CNRS, F-91405 Orsay, France
关键词
statistical physics; record statistics; strongly correlated time series; FLUCTUATION IDENTITIES; 1ST-PASSAGE PROPERTIES; ANOMALOUS DIFFUSION; PERSISTENT EVENTS; BREAKING RECORDS; WEATHER RECORDS; BROWNIAN-MOTION; DOMAIN-WALL; DYNAMICS; PROBABILITIES;
D O I
10.1088/1751-8121/aa71c1
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
We review recent advances on the record statistics of strongly correlated time series, whose entries denote the positions of a random walk or a Levy flight on a line. After a brief survey of the theory of records for independent and identically distributed random variables, we focus on random walks. During the last few years, it was indeed realized that random walks are a very useful 'laboratory' to test the effects of correlations on the record statistics. We start with the simple one-dimensional random walk with symmetric jumps (both continuous and discrete) and discuss in detail the statistics of the number of records, as well as of the ages of the records, i.e. the lapses of time between two successive record breaking events. Then we review the results that were obtained for a wide variety of random walk models, including random walks with a linear drift, continuous time random walks, constrained random walks (like the random walk bridge) and the case of multiple independent random walkers. Finally, we discuss further observables related to records, like the record increments, as well as some questions raised by physical applications of record statistics, like the effects of measurement error and noise.
引用
收藏
页数:64
相关论文
共 31 条
[21]   Cellular automaton models for time-correlated random walks: derivation and analysis [J].
Nava-Sedeno, J. M. ;
Hatzikirou, H. ;
Klages, R. ;
Deutsch, A. .
SCIENTIFIC REPORTS, 2017, 7
[22]   Correlated continuous-time random walks in external force fields [J].
Magdziarz, Marcin ;
Metzler, Ralf ;
Szczotka, Wladyslaw ;
Zebrowski, Piotr .
PHYSICAL REVIEW E, 2012, 85 (05)
[23]   Flow Intermittency, Dispersion, and Correlated Continuous Time Random Walks in Porous Media [J].
de Anna, Pietro ;
Le Borgne, Tanguy ;
Dentz, Marco ;
Tartakovsky, Alexandre M. ;
Bolster, Diogo ;
Davy, Philippe .
PHYSICAL REVIEW LETTERS, 2013, 110 (18)
[24]   Joint statistics of space and time exploration of one-dimensional random walks [J].
Klinger, J. ;
Barbier-Chebbah, A. ;
Voituriez, R. ;
Benichou, O. .
PHYSICAL REVIEW E, 2022, 105 (03)
[25]   Time-series analysis of networks: Exploring the structure with random walks [J].
Weng, Tongfeng ;
Zhao, Yi ;
Small, Michael ;
Huang, Defeng .
PHYSICAL REVIEW E, 2014, 90 (02)
[26]   Correlated continuous-time random walks-scaling limits and Langevin picture [J].
Magdziarz, Marcin ;
Metzler, Ralf ;
Szczotka, Wladyslaw ;
Zebrowski, Piotr .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2012,
[27]   Path statistics, memory, and coarse-graining of continuous-time random walks on networks [J].
Manhart, Michael ;
Kion-Crosby, Willow ;
Morozov, Alexandre V. .
JOURNAL OF CHEMICAL PHYSICS, 2015, 143 (21)
[28]   Correlated continuous time random walks: combining scale-invariance with long-range memory for spatial and temporal dynamics [J].
Schulz, Johannes H. P. ;
Chechkin, Aleksei V. ;
Metzler, Ralf .
JOURNAL OF PHYSICS A-MATHEMATICAL AND THEORETICAL, 2013, 46 (47)
[29]   Extreme value statistics from the real space renormalization group: Brownian motion, Bessel processes and continuous time random walks [J].
Schehr, Gregory ;
Le Doussal, Pierre .
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT, 2010,
[30]   Statistics of Floquet quasienergy spectrum for one-dimensional periodic, Fibonacci quasiperiodic and random discrete-time quantum walks [J].
Gong, Longyan ;
Sun, Jingye ;
Guo, Xuan ;
Cheng, Weiwen ;
Zhao, Shengmei .
EUROPEAN PHYSICAL JOURNAL B, 2022, 95 (05)