Record statistics for multiple random walks

被引:34
|
作者
Wergen, Gregor [1 ]
Majumdar, Satya N. [2 ,3 ]
Schehr, Gregory [2 ,3 ]
机构
[1] Univ Cologne, Inst Theoret Phys, D-50937 Cologne, Germany
[2] Univ Paris 11, UMR 8626, Lab Phys Theor & Modeles Stat, F-91405 Orsay, France
[3] CNRS, F-91405 Orsay, France
来源
PHYSICAL REVIEW E | 2012年 / 86卷 / 01期
关键词
MAXIMUM; FLUCTUATIONS; EVOLUTION;
D O I
10.1103/PhysRevE.86.011119
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
We study the statistics of the number of records R-n,R-N for N identical and independent symmetric discrete-time random walks of n steps in one dimension, all starting at the origin at step 0. At each time step, each walker jumps by a random length drawn independently from a symmetric and continuous distribution. We consider two cases: (I) when the variance sigma(2) of the jump distribution is finite and (II) when sigma(2) is divergent as in the case of Levy flights with index 0 < mu < 2. In both cases we find that the mean record number < R-n,R-N > grows universally as similar to alpha(N) root n for large n, but with a very different behavior of the amplitude alpha(N) for N > 1 in the two cases. We find that for large N, alpha(N) approximate to 2 root ln N independently of sigma(2) in case I. In contrast, in case II, the amplitude approaches to an N-independent constant for large N, alpha(N) approximate to 4/root pi, independently of 0 < mu < 2. For finite sigma(2) we argue-and this is confirmed by our numerical simulations-that the full distribution of (R-n,R-N/root n - 2 root ln N)root ln N converges to a Gumbel law as n -> infinity and N -> infinity. In case II, our numerical simulations indicate that the distribution of R-n,R-N/root n converges, for n -> infinity and N -> infinity, to a universal nontrivial distribution independently of mu. We discuss the applications of our results to the study of the record statistics of 366 daily stock prices from the Standard & Poor's 500 index.
引用
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页数:18
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