Modeling complex systems with adaptive networks
arXiv:1301.2561 · doi:10.1016/j.camwa.2012.12.005
Abstract
Adaptive networks are a novel class of dynamical networks whose topologies and states coevolve. Many real-world complex systems can be modeled as adaptive networks, including social networks, transportation networks, neural networks and biological networks. In this paper, we introduce fundamental concepts and unique properties of adaptive networks through a brief, non-comprehensive review of recent literature on mathematical/computational modeling and analysis of such networks. We also report our recent work on several applications of computational adaptive network modeling and analysis to real-world problems, including temporal development of search and rescue operational networks, automated rule discovery from empirical network evolution data, and cultural integration in corporate merger.
24 pages, 11 figures, 3 tables
References in corpus (14)
- Critical phenomena in complex networks
- Adaptive Coevolutionary Networks: A Review
- Co-evolution of strategy and structure in complex networks with dynamical linking
- Nonequilibrium phase transition in the coevolution of networks and opinions
- Homophily, Cultural Drift and the Co-Evolution of Cultural Groups
- Turing patterns in network-organized activator-inhibitor systems
- Generic Absorbing Transition in Coevolution Dynamics
- Consensus formation on adaptive networks
- Fluctuating epidemics on adaptive networks
- Adaptive networks: coevolution of disease and topology
- Robust oscillations in SIS epidemics on adaptive networks: Coarse-graining by automated moment closure
- Adaptive-network models of swarm dynamics
- Annealed and Mean-Field formulations of Disease Dynamics on Static and Adaptive Networks
- Evolutionary games and the emergence of complex networks
Cited by in corpus (46)
- Network Analysis of Particles and Grains
- The synchronized dynamics of time-varying networks
- Dynamical Systems on Networks: A Tutorial
- Absorbing and Shattered Fragmentation Transitions in Multilayer Coevolution
- Detecting sequences of system states in temporal networks
- Opinion formation and distribution in a bounded confidence model on various networks
- Development of structural correlations and synchronization from adaptive rewiring in networks of Kuramoto oscillators
- Emergence of Hierarchy in Networked Endorsement Dynamics
- Social Clustering in Epidemic Spread on Coevolving Networks
- Scalability in Computing and Robotics
- Learned multi-stability in mechanical networks
- Concurrence of form and function in developing networks and its role in synaptic pruning
- Temporal and structural heterogeneities emerging in adaptive temporal networks
- Grasping Complexity
- Fragmentation transition in a coevolving network with link-state dynamics
- Adaptive network approach for emergence of societal bubbles
- Fitting In and Breaking Up: A Nonlinear Version of Coevolving Voter Models
- Dynamic Hidden-Variable Network Models
- Spontaneous symmetry breaking of active phase in coevolving nonlinear voter model
- Multilayer adaptive networks in neuronal processing
- Asymmetric coevolutionary voter dynamics
- Fixation probability in evolutionary dynamics on switching temporal networks
- The Role of Network Analysis in Industrial and Applied Mathematics
- Fermionic Networks: Modeling Adaptive Complex Networks with Fermionic Gases
- Co-evolution of nodes and links: diversity driven coexistence in cyclic competition of three species
- Modeling and Analysis of Network Dynamics in Complex Communication Networks Using Social Network Methods
- Preserving Bifurcations through Moment Closures
- Scaling up the self-optimization model by means of on-the-fly computation of weights
- Strong Attractors in Stochastic Adaptive Networks: Emergence and Characterization
- Social Fragmentation Transitions in Large-Scale Parameter Sweep Simulations of Adaptive Social Networks
- Higher-order adaptive behaviors outperform pairwise strategies in mitigating contagion dynamics
- Interplay between degree and Boolean rules in the stability of Boolean networks
- Toward Data Systems That Are Business Semantic Centric and AI Agents Assisted
- Growth strategy determines network performance
- Adaptive behaviors neutralize bistable explosive transitions in higher-order contagion
- Optimal Containment of Epidemics over Temporal Activity-Driven Networks
- Oscillating epidemics in a dynamic network model: stochastic and mean-field analysis
- Discordant voting processes on finite graphs
- Beyond Social Fragmentation: Coexistence of Cultural Diversity and Structural Connectivity Is Possible with Social Constituent Diversity
- Heat-Bath and Metropolis Dynamics in Ising-like Models on Directed Regular Random Graphs
- Information Spreading Dynamics on Adaptive Social Networks
- Spline tie-decay temporal networks
- Autonomous Business System via Neuro-symbolic AI
- Dynamic Constraint-based Influence Framework and its Application in Stochastic Modeling of Load Balancing
- An Adaptive Networks Model to Simulate Consensus Formation Driven by Social Identity Recognition
- Random walkers on a deformable medium