Dynamic information routing in complex networks

Type: Preprint

Publication Date: 2015-10-18

Citations: 3

DOI: https://doi.org/10.1101/029405

Abstract

Abstract Flexible information routing fundamentally underlies the function of many biological and artificial networks. Yet, how such systems may specifically communicate and dynamically route information is not well understood. Here we identify a generic mechanism to route information on top of collective dynamical reference states in complex networks. Switching between collective dynamics induces flexible reorganization of information sharing and routing patterns, as quantified by delayed mutual information and transfer entropy measures between activities of a network's units. We demonstrate the power of this generic mechanism specifically for oscillatory dynamics and analyze how individual unit properties, the network topology and external inputs coact to systematically organize information routing. For multi-scale, modular architectures, we resolve routing patterns at all levels. Interestingly, local interventions within one sub-network may remotely determine non-local network-wide communication. These results help understanding and designing information routing patterns across systems where collective dynamics co-occurs with a communication function.

Locations

  • arXiv (Cornell University) - View - PDF
  • GoeScholar The Publication Server of the Georg-August-Universität Göttingen (Georg-August-Universität Göttingen) - View - PDF
  • bioRxiv (Cold Spring Harbor Laboratory) - View - PDF

Similar Works

Action Title Year Authors
+ Laplacian paths in complex networks: information core emerges from entropic transitions 2022 Pablo Villegas
Andrea Gabrielli
Francesca Santucci
Guido Caldarelli
Tommaso Gili
+ PDF Chat Laplacian paths in complex networks: Information core emerges from entropic transitions 2022 Pablo Villegas
Andrea Gabrielli
Francesca Santucci
Guido Caldarelli
Tommaso Gili
+ Information propagation in multilayer systems with higher-order interactions across timescales 2023 Giorgio Nicoletti
Daniel Maria Busiello
+ PDF Chat Integrated Information Decomposition Unveils Major Structural Traits of $In$ $Silico$ and $In$ $Vitro$ Neuronal Networks 2024 Gustavo Menesse
Akke Mats Houben
Jordi Soriano
Joaquı́n J. Torres
+ Dynamic communicability and flow to describe complex network dynamics with linear feedback 2017 Matthieu Gilson
Gorka Zamora‐López
Nikos E. Kouvaris
Gustavo Deco
+ PDF Chat Multilayer Networks in a Nutshell 2018 Alberto Aleta
Yamir Moreno
+ PDF Chat Mapping Higher-Order Network Flows in Memory and Multilayer Networks with Infomap 2017 Daniel Edler
Ludvig Bohlin
Martin Rosvall
+ Coupling Asymmetry Optimizes Collective Dynamics over Multiplex Networks 2021 Zhao Song
Dane Taylor
+ PDF Chat Unraveling the effects of multiscale network entanglement on empirical systems 2021 Arsham Ghavasieh
Massimo Stella
Jacob Biamonte
Manlio De Domenico
+ PDF Chat Integrated information as a common signature of dynamical and information-processing complexity 2022 Pedro A. M. Mediano
Fernando Rosas
Juan Carlos Farah
Murray Shanahan
Daniel Bor
Adam B. Barrett
+ PDF Chat Network Representation of Higher-Order Interactions Based on Information Dynamics 2024 Gorana Mijatović
Yuri Antonacci
Michal Javorka
Daniele Marinazzo
Sebastiano Stramaglia
Luca Faes
+ Doubly heterogeneous networks facilitate the emergence of collective cooperation 2023 Yao Meng
Sean P. Cornelius
Yang‐Yu Liu
Aming Li
+ Networks beyond pairwise interactions: Structure and dynamics 2020 Federico Battiston
Giulia Cencetti
Iacopo Iacopini
Vito Latora
Maxime Lucas
Alice Patania
Jean-Gabriel Young
Giovanni Petri
+ Cascades Towards Noise-Induced Transitions on Networks Revealed Using Information Flows 2024 Casper van Elteren
Rick Quax
P.M.A. Sloot
+ Efficient Communication over Complex Dynamical Networks. 2019 Giacomo Baggio
Virginia Rutten
Guillaume Hennequin
Sandro Zampieri
+ Modes of information flow in collective cohesion 2022 Sulimon Sattari
Udoy S. Basak
Ryan G. James
Louis W. Perrin
James P. Crutchfield
Tamiki Komatsuzaki
+ PDF Chat Information evolution in complex networks 2022 Yang Tian
Guoqi Li
Pei Sun
+ Resolving the network synchronization landscape: Compensatory structures, quantization, and the positive effect of negative interactions 2009 Takashi Nishikawa
Adilson E. Motter
+ PDF Chat Measuring the importance of individual units in producing the collective behavior of a complex network 2021 X. San Liang
+ PDF Chat Generalized network density matrices for analysis of multiscale functional diversity 2023 Arsham Ghavasieh
Manlio De Domenico

Works That Cite This (0)

Action Title Year Authors