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Random Walks with Preferential Relocations to Places Visited in the Past and their Application to Biology

โœ Scribed by Boyer, Denis; Solis-Salas, Citlali


Book ID
127095257
Publisher
The American Physical Society
Year
2014
Tongue
English
Weight
476 KB
Volume
112
Category
Article
ISSN
0031-9007

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โœฆ Synopsis


Strongly non-Markovian random walks offer a promising modeling framework for understanding animal and human mobility, yet, few analytical results are available for these processes. Here we solve exactly a model with long range memory where a random walker intermittently revisits previously visited sites according to a reinforced rule. The emergence of frequently visited locations generates very slow diffusion, logarithmic in time, whereas the walker probability density tends to a Gaussian. This scaling form does not emerge from the central limit theorem but from an unusual balance between random and long-range memory steps. In single trajectories, occupation patterns are heterogeneous and have a scale-free structure. The model exhibits good agreement with data of free-ranging capuchin monkeys.


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