k-Core percolation on multiplex networks
arXiv:1405.1336 · doi:10.1103/PhysRevE.90.032816
Abstract
We generalize the theory of k-core percolation on complex networks to k-core percolation on multiplex networks, where k=(k_a, k_b, ...). Multiplex networks can be defined as networks with a set of vertices but different types of edges, a, b, ..., representing different types of interactions. For such networks, the k-core is defined as the largest sub-graph in which each vertex has at least k_i edges of each type, i = a, b, ... . We derive self-consistency equations to obtain the birth points of the k-cores and their relative sizes for uncorrelated multiplex networks with an arbitrary degree distribution. To clarify our general results, we consider in detail multiplex networks with edges of two types, a and b, and solve the equations in the particular case of ER and scale-free multiplex networks. We find hybrid phase transitions at the emergence points of k-cores except the (1,1)-core for which the transition is continuous. We apply the k-core decomposition algorithm to air-transportation multiplex networks, composed of two layers, and obtain the size of (k_a, k_b)-cores.
8 pages, 9 figures
References in corpus (29)
- Statistical mechanics of complex networks
- The structure and function of complex networks
- Uncovering the overlapping community structure of complex networks in nature and society
- Catastrophic cascade of failures in interdependent networks
- Random graphs with arbitrary degree distributions and their applications
- Identification of influential spreaders in complex networks
- The structure and dynamics of multilayer networks
- Critical phenomena in complex networks
- Universal Behavior of Load Distribution in Scale-free Networks
- Dynamical interplay between awareness and epidemic spreading in multiplex networks
- Diffusion dynamics on multiplex networks
- Mathematical Formulation of Multi-Layer Networks
- New Model of Internet Topology Using k-shell Decomposition
- MEDUSA - New Model of Internet Topology Using k-shell Decomposition
- k-core organization of complex networks
- Emergence of network features from multiplexity
- Clique percolation in random networks
- Avalanche Collapse of Interdependent Network
- Abrupt transition in the structural formation of interconnected networks
- "Explosive Percolation" Transition is Actually Continuous
- Percolation Theory on Interdependent Networks Based on Epidemic Spreading
- Percolation in Multiplex Networks with Overlap
- Robustness of a Tree-like Network of Interdependent Networks
- Percolation in Interdependent and Interconnected Networks: Abrupt Change from Second to First Order Transition
- k-core (bootstrap) percolation on complex networks: Critical phenomena and nonlocal effects
- Correlated multiplexity and connectivity of multiplex random networks
- Emergence of overlap in ensembles of spatial multiplexes and statistical mechanics of spatial interacting networks ensembles
- Heterogeneous-k-core versus Bootstrap Percolation on Complex Networks
- Stability of Boolean Multilevel Networks
Cited by in corpus (35)
- Percolation on complex networks: Theory and application
- Towards real-world complexity: an introduction to multiplex networks
- Redundant interdependencies boost the robustness of multilayer networks
- Threshold cascades with response heterogeneity in multiplex networks
- Cascading Failures in Complex Networks
- Higher-order percolation processes on multiplex hypergraphs
- Message passing theory for percolation models on multiplex networks with link overlap
- Bond percolation on multiplex networks
- -core percolation on complex networks: Comparing random, localized and targeted attacks
- Multiplex core-periphery organization of the human connectome
- Multiplex networks with heterogeneous activities of the nodes
- Generalization of core percolation on complex networks
- Giant components in directed multiplex networks
- Clustering determines the dynamics of complex contagions in multiplex networks
- Multilayer Network Science: from Cells to Societies
- Exotic Critical Behavior of Weak Multiplex Percolation
- Information transport in multiplex networks
- FirmCore Decomposition of Multilayer Networks
- CS-MLGCN : Multiplex Graph Convolutional Networks for Community Search in Multiplex Networks
- Finite connected components in infinite directed and multiplex networks with arbitrary degree distributions
- Generalized model for -core percolation and interdependent networks
- Percolation of Hierarchical Networks and Networks of Networks
- k-core structure of real multiplex networks
- Generalized -core pruning process on directed networks
- Hierarchical cycle-tree packing model for -core attack problem
- Weak percolation on multiplex networks with overlapping edges
- Observability transition in multiplex networks
- Core Decomposition in Multilayer Networks: Theory, Algorithms, and Applications
- Hidden transition in multiplex networks
- Deep Learning Super-Diffusion in Multiplex Networks
- Influence Robustness of Nodes in Multiplex Networks against Attacks
- Weak Multiplex Percolation
- Improving the accuracy of the k-shell method by removing redundant links-from a perspective of spreading dynamics
- Identifying super-spreaders in information-epidemic coevolving dynamics on multiplex networks
- Cores and Other Dense Structures in Complex Networks