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Universal record statistics for random walks and Lévy flights with a nonzero staying probability

Satya N Majumdar, Philippe Mounaix, Grégory Schehr

2021Journal of Physics A Mathematical and Theoretical14 citationsDOIOpen Access PDF

Abstract

Abstract We compute exactly the statistics of the number of records in a discrete-time random walk model on a line where the walker stays at a given position with a nonzero probability 0 ⩽ p ⩽ 1, while with the complementary probability 1 − p , it jumps to a new position with a jump length drawn from a continuous and symmetric distribution f 0 ( η ). We have shown that, for arbitrary p , the statistics of records up to step N is completely universal, i.e. independent of f 0 ( η ) for any N . We also compute the connected two-time correlation function C p ( m 1 , m 2 ) of the record-breaking events at times m 1 and m 2 and show it is also universal for all p . Moreover, we demonstrate that C p ( m 1 , m 2 ) < C 0 ( m 1 , m 2 ) for all p > 0, indicating that a nonzero p induces additional anti-correlations between record events. We further show that these anti-correlations lead to a drastic reduction in the fluctuations of the record numbers with increasing p . This is manifest in the Fano factor, i.e. the ratio of the variance and the mean of the record number, which we compute explicitly. We also show that an interesting scaling limit emerges when p → 1, N → ∞ with the product t = (1 − p ) N fixed. We compute exactly the associated universal scaling functions for the mean, variance and the Fano factor of the number of records in this scaling limit.

Topics & Concepts

Random walkMathematicsPosition (finance)Probability distributionStatisticsLimit (mathematics)Generating functionProbability and statisticsProbability density functionJumpFunction (biology)Variance (accounting)Random variableReal lineScalingStatistical physicsCombinatoricsEvent (particle physics)Symmetric probability distributionDistribution (mathematics)Product (mathematics)Expected valueDiscrete mathematicsJoint probability distributionLine (geometry)Measure (data warehouse)Random walker algorithmProbability-generating functionCentral limit theoremSufficient statisticLarge deviations theoryConvolution of probability distributionsHeterogeneous random walk in one dimensionRandom Matrices and ApplicationsStochastic processes and statistical mechanicsDiffusion and Search Dynamics
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