Random walks in non-Poissoinan activity driven temporal networks
- 1. Aix Marseille Univ, Université de Toulon, CNRS, CPT, Marseille (France)
- 2. ISI Foundation, via Chisola 5, I-10126 Torino (Italy)
- 3. Departament de Física, Universitat Politècnica de Catalunya, Campus Nord B4, E-08034 Barcelona (Spain)
Description
The interest in non-Markovian dynamics within the complex systems community has recently blossomed, due to a new wealth of time-resolved data pointing out the bursty dynamics of many natural and human interactions, manifested in an inter-event time between consecutive interactions showing a heavy-tailed distribution. In particular, empirical data has shown that the bursty dynamics of temporal networks can have deep consequences on the behavior of the dynamical processes running on top of them. Here, we study the case of random walks, as a paradigm of diffusive processes, unfolding on temporal networks generated by a non-Poissonian activity driven dynamics. We derive analytic expressions for the steady state occupation probability and first passage time distribution in the infinite network size and strong aging limits, showing that the random walk dynamics on non-Markovian networks are fundamentally different from what is observed in Markovian networks. We found a particularly surprising behavior in the limit of diverging average inter-event time, in which the random walker feels the network as homogeneous, even though the activation probability of nodes is heterogeneously distributed. Our results are supported by extensive numerical simulations. We anticipate that our findings may be of interest among the researchers studying non-Markovian dynamics on time-evolving complex topologies. (paper)
Availability note (English)
Available from http://dx.doi.org/10.1088/1367-2630/ab3f6eAdditional details
Identifiers
Publishing Information
- Journal Title
- New Journal of Physics
- Journal Volume
- 21
- Journal Issue
- 9
- Journal Page Range
- [12 p.]
- ISSN
- 1367-2630
INIS
- Country of Publication
- United Kingdom
- Country of Input or Organization
- International Atomic Energy Agency (IAEA)
- INIS RN
- 52029166
- Subject category
- S71: CLASSICAL AND QUANTUM MECHANICS, GENERAL PHYSICS;
- Descriptors DEI
- AGING; COMMUNITIES; COMPUTERIZED SIMULATION; GRAPH THEORY; KINETICS; MARKOV PROCESS; PROBABILITY; STEADY-STATE CONDITIONS; TIME RESOLUTION; TOPOLOGY
- Descriptors DEC
- MATHEMATICS; RESOLUTION; SIMULATION; STOCHASTIC PROCESSES; TIMING PROPERTIES