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Trajectory Data Analyses for Pedestrian Space-time Activity Study
Published on: February 25, 2013
Statistics of occupation times and connection to local properties of nonhomogeneous random walks
Mattia Radice1, Manuele Onofri1, Roberto Artuso1
1Dipartimento di Scienza e Alta Tecnologia and Center for Nonlinear and Complex Systems, Università degli studi dell'Insubria, Via Valleggio 11, I-22100 Como, Italy and I.N.F.N. Sezione di Milano, Via Celoria 16, I-20133 Milano, Italy.
Abstract:
We consider the statistics of occupation times, the number of visits at the origin, and the survival probability for a wide class of stochastic processes, which can be classified as renewal processes. We show that the distribution of these observables can be characterized by a single exponent, that is connected to a local property of the probability density function of the process, viz., the probability of occupying the origin at time t, P(t). We test our results for two different models of lattice random walks with spatially inhomogeneous transition probabilities, one of which of non-Markovian nature, and find good agreement with theory. We also show that the distributions depend only on the occupation probability of the origin by comparing them for the two systems: When P(t) shows the same long-time behavior, each observable follows indeed the same distribution.
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