Spreading processes in Multilayer Networks
arXiv:1405.4329 · doi:10.1109/TNSE.2015.2425961
Abstract
Several systems can be modeled as sets of interconnected networks or networks with multiple types of connections, here generally called multilayer networks. Spreading processes such as information propagation among users of an online social networks, or the diffusion of pathogens among individuals through their contact network, are fundamental phenomena occurring in these networks. However, while information diffusion in single networks has received considerable attention from various disciplines for over a decade, spreading processes in multilayer networks is still a young research area presenting many challenging research issues. In this paper we review the main models, results and applications of multilayer spreading processes and discuss some promising research directions.
21 pages, 3 figures, 4 tables
References in corpus (70)
- Epidemic spreading in scale-free networks
- Catastrophic cascade of failures in interdependent networks
- The spread of epidemic disease on networks
- Identification of influential spreaders in complex networks
- Multilayer Networks
- The structure and dynamics of multilayer networks
- Temporal Networks
- Network robustness and fragility: Percolation on random graphs
- Characterization of complex networks: A survey of measurements
- The scaling laws of human travel
- Dynamical interplay between awareness and epidemic spreading in multiplex networks
- Diffusion dynamics on multiplex networks
- Multirelational Organization of Large-scale Social Networks in an Online World
- Mathematical Formulation of Multi-Layer Networks
- Epidemic dynamics on an adaptive network
- Adaptive Coevolutionary Networks: A Review
- Structural measures for multiplex networks
- Epidemic outbreaks in complex heterogeneous networks
- Small But Slow World: How Network Topology and Burstiness Slow Down Spreading
- Discrete-time Markov chain approach to contact-based disease spreading in complex networks
- Random Walks on Multiplex Networks
- Suppressing cascades of load in interdependent networks
- Understanding the spreading patterns of mobile phone viruses
- Cascade of failures in coupled network systems with multiple support-dependent relations
- Competing spreading processes on multiplex networks: awareness and epidemics
- Measuring large-scale social networks with high resolution
- MuxViz: A Tool for Multilayer Analysis and Visualization of Networks
- Statistical Mechanics of Multiplex Ensembles: Entropy and Overlap
- Cascade Dynamics of Multiplex Propagation
- Abrupt transition in the structural formation of interconnected networks
- Epidemic spreading on interconnected networks
- Impact of non-Poisson activity patterns on spreading processes
- Eigenvector centrality of nodes in multiplex networks
- Optimal interdependence between networks for the evolution of cooperation
- The dynamical strength of social ties in information spreading
- Inter-similarity between coupled networks
- Threshold effects for two pathogens spreading on a network
- Contact-based Social Contagion in Multiplex Networks
- Competing epidemics on complex networks
- Second look at the spread of epidemics on networks
- Percolation in Multiplex Networks with Overlap
- High-accuracy approximation of binary-state dynamics on networks
- Multiplexity-facilitated cascades in networks
- Effect of the Interconnected Network Structure on the Epidemic Threshold
- Analytical computation of the epidemic threshold on temporal networks
- Analysis of complex contagions in random multiplex networks
- Conjoining Speeds up Information Diffusion in Overlaying Social-Physical Networks
- Epidemics in partially overlapped multiplex networks
- Correlated multiplexity and connectivity of multiplex random networks
- Synchronization of interconnected networks: the role of connector nodes
- Modeling the dynamical interaction between epidemics on overlay networks
- Spreading of cooperative behaviour across interdependent groups
- Synchronization in networks of networks: the onset of coherent collective behavior in systems of interacting populations of heterogeneous oscillators
- Multiple routes transmitted epidemics on multiplex networks
- Heterogeneous Bond Percolation on Multitype Networks with an Application to Epidemic Dynamics
- Biased imitation in coupled evolutionary games in interdependent networks
- Weak percolation on multiplex networks
- Epidemic spreading and risk perception in multiplex networks: a self-organized percolation method
- Epidemic threshold and control in a dynamic network
- Epidemic Spreading on Weighted Complex Networks
- Properties of Random Graphs with Hidden Color
- Activity clocks: spreading dynamics on temporal networks of human contact
- Immunization Dynamics on a 2-layer Network Model
- Social Bootstrapping: How Pinterest and Last.fm Social Communities Benefit by Borrowing Links from Facebook
- Driving interconnected networks to supercriticality
- Vulnerability of state-interdependent networks under malware spreading
- A Measurement Framework for Directed Networks
- Multidimensional epidemic thresholds in diffusion processes over interdependent networks
- Diffusion-Aware Sampling and Estimation in Information Diffusion Networks
- Sampling from Diffusion Networks
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- Dynamics of social contagions with memory of non-redundant information
- NetSpam: a Network-based Spam Detection Framework for Reviews in Online Social Media
- Link Prediction in Multiplex Networks based on Interlayer Similarity
- Quantifying layer similarity in multiplex networks: a systematic study
- Interacting spreading processes in multilayer networks
- The impact of nodes of information dissemination on epidemic spreading in dynamic multiplex networks
- Deep Learning Approach on Information Diffusion in Heterogeneous Networks
- Epidemic spreading on time-varying multiplex networks
- Multilayer Network Science: from Cells to Societies
- Diffusive behavior of multiplex networks
- Information propagation in multilayer systems with higher-order interactions across timescales
- Analysis and control of agreement and disagreement opinion cascades
- A picture is worth a thousand words: an empirical study on the influence of content visibility on diffusion processes within a virtual world
- Multiple peaks patterns of epidemic spreading in multi-layer networks
- A Network Science perspective of Graph Convolutional Networks: A survey
- Sequential seeding in multilayer networks
- Rescue of endemic states in interconnected networks with adaptive coupling
- Link persistence and conditional distances in multiplex networks
- Seed selection for information cascade in multilayer networks
- Habituation Effect in Social Networks as a Potential Factor Silently Crushing Influence Maximisation Efforts
- Coevolution of relationship-driven cooperation under recommendation protocol on multiplex networks
- Asymmetric disease dynamics in multihost interconnected networks
- Effect of overlap on spreading dynamics on multiplex networks
- Spontaneous symmetry breaking and discontinuous phase transition for spreading dynamics in multiplex networks
- Stochastic Solutions for Dense Subgraph Discovery in Multilayer Networks
- Complex social contagion induces bistability on multiplex networks
- Rank-Refining Seed Selection Methods for Budget Constrained Influence Maximisation in Multilayer Networks under Linear Threshold Model
- Influence Robustness of Nodes in Multiplex Networks against Attacks
- Graphlets in multilayer networks