{ "id": "1204.5039", "version": "v1", "published": "2012-04-23T12:16:33.000Z", "updated": "2012-04-23T12:16:33.000Z", "title": "Record Statistics for Multiple Random Walks", "authors": [ "Gregor Wergen", "Satya N. Majumdar", "Gregory Schehr" ], "comment": "25 pages, 8 figures", "journal": "Phys. Rev. E 86, 011119 (2012)", "doi": "10.1103/PhysRevE.86.011119", "categories": [ "cond-mat.stat-mech", "cond-mat.dis-nn", "math.PR", "physics.data-an", "q-fin.ST" ], "abstract": "We study the statistics of the number of records R_{n,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 L\\'evy flights with index 0 < \\mu < 2. In both cases we find that the mean record number grows universally as \\sim \\alpha_N \\sqrt{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 \\approx 2 \\sqrt{\\log 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 \\approx 4/\\sqrt{\\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,N}/\\sqrt{n} - 2 \\sqrt{\\log N}) \\sqrt{\\log N} converges to a Gumbel law as n \\to \\infty and N \\to \\infty. In case II, our numerical simulations indicate that the distribution of R_{n,N}/\\sqrt{n} converges, for n \\to \\infty and N \\to \\infty, 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 & Poors 500 index.", "revisions": [ { "version": "v1", "updated": "2012-04-23T12:16:33.000Z" } ], "analyses": { "subjects": [ "05.40.-a", "02.50.Sk" ], "keywords": [ "multiple random walks", "record statistics", "independent symmetric discrete-time random walks", "random length drawn", "numerical simulations" ], "tags": [ "journal article" ], "publication": { "publisher": "APS", "journal": "Physical Review E", "year": 2012, "month": "Jul", "volume": 86, "number": 1, "pages": "011119" }, "note": { "typesetting": "TeX", "pages": 25, "language": "en", "license": "arXiv", "status": "editable", "adsabs": "2012PhRvE..86a1119W" } } }