Universal first-passage properties of discrete-time random walks and Lévy flights on a line: Statistics of the global maximum and records
Abstract
In these lecture notes I will discuss the universal first-passage properties of a simple correlated discrete-time sequence {x0=0,x1,x2,…,xn} up to n steps where xi represents the position at step i of a random walker hopping on a continuous line by drawing independently, at each time step, a random jump length from an arbitrary symmetric and continuous distribution (it includes, e.g., the Lévy flights). I will focus on the statistics of two extreme observables associated with the sequence: (i) its global maximum and the time step at which the maximum occurs and (ii) the number of records in the sequence and their ages. I will demonstrate how the universal statistics of these observables emerge as a consequence of Pollaczek-Spitzer formula and the associated Sparre Andersen theorem.
- Publication:
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Physica A Statistical Mechanics and its Applications
- Pub Date:
- October 2010
- DOI:
- arXiv:
- arXiv:0912.2586
- Bibcode:
- 2010PhyA..389.4299M
- Keywords:
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- Condensed Matter - Statistical Mechanics
- E-Print:
- Lecture notes for the summer school "Fundamental Problems in Statistical Physics: XII" held at Leuven, Belgium (2009). 20 pages, 4 figures