Literature DB >> 26054307

Diffusion on networked systems is a question of time or structure.

Jean-Charles Delvenne1, Renaud Lambiotte2, Luis E C Rocha3.   

Abstract

Network science investigates the architecture of complex systems to understand their functional and dynamical properties. Structural patterns such as communities shape diffusive processes on networks. However, these results hold under the strong assumption that networks are static entities where temporal aspects can be neglected. Here we propose a generalized formalism for linear dynamics on complex networks, able to incorporate statistical properties of the timings at which events occur. We show that the diffusion dynamics is affected by the network community structure and by the temporal properties of waiting times between events. We identify the main mechanism--network structure, burstiness or fat tails of waiting times--determining the relaxation times of stochastic processes on temporal networks, in the absence of temporal-structure correlations. We identify situations when fine-scale structure can be discarded from the description of the dynamics or, conversely, when a fully detailed model is required due to temporal heterogeneities.

Year:  2015        PMID: 26054307     DOI: 10.1038/ncomms8366

Source DB:  PubMed          Journal:  Nat Commun        ISSN: 2041-1723            Impact factor:   14.919


  27 in total

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Authors:  Jean-Pierre Eckmann; Elisha Moses; Danilo Sergi
Journal:  Proc Natl Acad Sci U S A       Date:  2004-09-24       Impact factor: 11.205

2.  Information dynamics shape the sexual networks of Internet-mediated prostitution.

Authors:  Luis E C Rocha; Fredrik Liljeros; Petter Holme
Journal:  Proc Natl Acad Sci U S A       Date:  2010-03-15       Impact factor: 11.205

3.  What's in a crowd? Analysis of face-to-face behavioral networks.

Authors:  Lorenzo Isella; Juliette Stehlé; Alain Barrat; Ciro Cattuto; Jean-François Pinton; Wouter Van den Broeck
Journal:  J Theor Biol       Date:  2010-12-03       Impact factor: 2.691

4.  Multiresolution community detection for megascale networks by information-based replica correlations.

Authors:  Peter Ronhovde; Zohar Nussinov
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2009-07-14

5.  Spectral coarse graining and synchronization in oscillator networks.

Authors:  David Gfeller; Paolo De Los Rios
Journal:  Phys Rev Lett       Date:  2008-05-02       Impact factor: 9.161

6.  Robustness of community structure in networks.

Authors:  Brian Karrer; Elizaveta Levina; M E J Newman
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2008-04-29

7.  Generalized master equations for non-Poisson dynamics on networks.

Authors:  Till Hoffmann; Mason A Porter; Renaud Lambiotte
Journal:  Phys Rev E Stat Nonlin Soft Matter Phys       Date:  2012-10-08

8.  Random walks and search in time-varying networks.

Authors:  Nicola Perra; Andrea Baronchelli; Delia Mocanu; Bruno Gonçalves; Romualdo Pastor-Satorras; Alessandro Vespignani
Journal:  Phys Rev Lett       Date:  2012-12-04       Impact factor: 9.161

9.  Memory in network flows and its effects on spreading dynamics and community detection.

Authors:  Martin Rosvall; Alcides V Esquivel; Andrea Lancichinetti; Jevin D West; Renaud Lambiotte
Journal:  Nat Commun       Date:  2014-08-11       Impact factor: 14.919

10.  Bursts of vertex activation and epidemics in evolving networks.

Authors:  Luis E C Rocha; Vincent D Blondel
Journal:  PLoS Comput Biol       Date:  2013-03-21       Impact factor: 4.475

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  22 in total

1.  Hierarchical Decomposition for Betweenness Centrality Measure of Complex Networks.

Authors:  Yong Li; Wenguo Li; Yi Tan; Fang Liu; Yijia Cao; Kwang Y Lee
Journal:  Sci Rep       Date:  2017-04-20       Impact factor: 4.379

Review 2.  Brain and cognitive reserve: Translation via network control theory.

Authors:  John Dominic Medaglia; Fabio Pasqualetti; Roy H Hamilton; Sharon L Thompson-Schill; Danielle S Bassett
Journal:  Neurosci Biobehav Rev       Date:  2017-01-16       Impact factor: 8.989

3.  Short relaxation times but long transient times in both simple and complex reaction networks.

Authors:  Adrien Henry; Olivier C Martin
Journal:  J R Soc Interface       Date:  2016-07       Impact factor: 4.118

4.  Dynamics on networks: competition of temporal and topological correlations.

Authors:  Oriol Artime; José J Ramasco; Maxi San Miguel
Journal:  Sci Rep       Date:  2017-02-02       Impact factor: 4.379

5.  Uncovering and Predicting the Dynamic Process of Collective Attention with Survival Theory.

Authors:  Peng Bao; Xiaoxia Zhang
Journal:  Sci Rep       Date:  2017-06-01       Impact factor: 4.379

6.  Using higher-order Markov models to reveal flow-based communities in networks.

Authors:  Vsevolod Salnikov; Michael T Schaub; Renaud Lambiotte
Journal:  Sci Rep       Date:  2016-03-31       Impact factor: 4.379

7.  Impact of Network Activity on the Spread of Infectious Diseases through the German Pig Trade Network.

Authors:  Karin Lebl; Hartmut H K Lentz; Beate Pinior; Thomas Selhorst
Journal:  Front Vet Sci       Date:  2016-06-21

8.  Individual-based approach to epidemic processes on arbitrary dynamic contact networks.

Authors:  Luis E C Rocha; Naoki Masuda
Journal:  Sci Rep       Date:  2016-08-26       Impact factor: 4.379

9.  Lifetime-preserving reference models for characterizing spreading dynamics on temporal networks.

Authors:  Mingwu Li; Vikyath D Rao; Tim Gernat; Harry Dankowicz
Journal:  Sci Rep       Date:  2018-01-15       Impact factor: 4.379

10.  Joint effect of ageing and multilayer structure prevents ordering in the voter model.

Authors:  Oriol Artime; Juan Fernández-Gracia; José J Ramasco; Maxi San Miguel
Journal:  Sci Rep       Date:  2017-08-02       Impact factor: 4.379

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