Efficient Behavior of Small-World Networks
arXiv:cond-mat/0101396 · doi:10.1103/PhysRevLett.87.198701
Abstract
We introduce the concept of efficiency of a network, measuring how efficiently it exchanges information. By using this simple measure small-world networks are seen as systems that are both globally and locally efficient. This allows to give a clear physical meaning to the concept of small-world, and also to perform a precise quantitative a nalysis of both weighted and unweighted networks. We study neural networks and man-made communication and transportation systems and we show that the underlying general principle of their construction is in fact a small-world principle of high efficiency.
1 figure, 2 tables. Revised version. Accepted for publication in Phys. Rev. Lett
Cited by in corpus (295)
- The structure and function of complex networks
- Community detection in graphs
- Evolution of networks
- The structure and dynamics of multilayer networks
- Spatial Networks
- Characterization of complex networks: A survey of measurements
- Predicting Missing Links via Local Information
- Synchronization in small-world systems
- Networks beyond pairwise interactions: structure and dynamics
- Vital nodes identification in complex networks
- A model for cascading failures in complex networks
- Evidence of economic segregation from mobility lockdown during COVID-19 epidemic
- Human Mobility: Models and Applications
- Mitigation of Malicious Attacks on Networks
- Recommender Systems
- Structure and dynamics of molecular networks: A novel paradigm of drug discovery. A comprehensive review
- Statistical physics of vaccination
- Heterogeneity in oscillator networks: Are smaller worlds easier to synchronize?
- The efficiency of multi-target drugs: the network approach might help drug design
- Analyzing and Modeling Real-World Phenomena with Complex Networks: A Survey of Applications
- The Network Analysis of Urban Streets: A Primal Approach
- Modeling Cascading Failures in the North American Power Grid
- Centrality Measures in Spatial Networks of Urban Streets
- Is the Boston subway a small-world network ?
- Efficiency of Scale-Free Networks: Error and Attack Tolerance
- Statistical analysis of 22 public transport networks in Poland
- Recurrence-based time series analysis by means of complex network methods
- The physics of brain network structure, function, and control
- Layered Complex Networks
- Graph analysis of functional brain networks: practical issues in translational neuroscience
- Vulnerability and Protection of Critical Infrastructures
- Structure and dynamics of core-periphery networks
- A Tutorial in Connectome Analysis: Topological and Spatial Features of Brain Networks
- Structural Properties of Planar Graphs of Urban Street Patterns
- Power grids vulnerability: a complex network approach
- Community landscapes: an integrative approach to determine overlapping network module hierarchy, identify key nodes and predict network dynamics
- Consistency and differences between centrality measures across distinct classes of networks
- Small-world behavior in time-varying graphs
- Topology of the conceptual network of language
- Public transport networks: empirical analysis and modeling
- A Method to Find Community Structures Based on Information Centrality
- Graph Metrics for Temporal Networks
- Evolving functional network properties and synchronizability during human epileptic seizures
- Measuring and modelling correlations in multiplex networks
- Functional modularity of background activities in normal and epileptic brain networks
- Network resilience
- Structure and Time-Evolution of an Internet Dating Community
- Stations, trains and small-world networks
- Efficiency of informational transfer in regular and complex networks
- Brain Network Analysis: Separating Cost from Topology using Cost-integration
- Measuring social dynamics in a massive multiplayer online game
- Navigation of brain networks
- Ising-like dynamics in large-scale functional brain networks
- Network Analysis of Particles and Grains
- Trainspotting: Extraction and Analysis of Traffic and Topologies of Transportation Networks
- Defecting or not defecting: how to "read" human behavior during cooperative games by EEG measurements
- Enhancing network robustness for malicious attacks
- Formalising the multidimensional nature of social networks
- Developmental increases in white matter network controllability support a growing diversity of brain dynamics
- Ising model in small-world networks
- Combining complex networks and data mining: why and how
- Shannon entropy of brain functional complex networks under the influence of the psychedelic Ayahuasca
- Preferential Detachment During Human Brain Development: Age- and Sex-Specific Structural Connectivity in Diffusion Tensor Imaging (DTI) Data
- A spectrum of routing strategies for brain networks
- Topological analysis of the connectome of digital reconstructions of neural microcircuits
- Link Prediction in Complex Networks: A Mutual Information Perspective
- Impact of the reference choice on scalp EEG connectivity estimation
- Analyzing complex functional brain networks: fusing statistics and network science to understand the brain
- Choosing Wavelet Methods, Filters, and Lengths for Functional Brain Network Construction
- Urban street networks: a comparative analysis of ten European cities
- Scaling and correlations in three bus-transport networks of China
- Clustering coefficients for correlation networks
- Transport on Complex Networks: Flow, Jamming and Optimization
- The Influence of Network Topology on Sound Propagation in Granular Materials
- A topological criterion for filtering information in complex brain networks
- Comparative analysis of two discretizations of Ricci curvature for complex networks
- Multiple, weak hits confuse complex systems: A transcriptional regulatory network as an example
- Fastest learning in small world neural networks
- A Large-Scale Community Structure Analysis In Facebook
- Network Harness: Metropolis Public Transport
- Range-based attack on links in scale-free networks: are long-range links responsible for the small-world phenomenon?
- Modular gateway-ness connectivity and structural core organization in maritime network science
- Urban road networks -- Spatial networks with universal geometric features? A case study on Germany's largest cities
- Multimodal urban mobility and multilayer transport networks
- Smart Rewiring for Network Robustness
- The Backbone of a City
- Reduced integration and improved segregation of functional brain networks in Alzheimer's disease
- Multiscale Topological Properties Of Functional Brain Networks During Motor Imagery After Stroke
- Mesoscopic organization reveals the constraints governing C. elegans nervous system
- Structural Robustness of Complex Networks: A Survey of A Posteriori Measures
- Vulnerability of weighted networks
- From brain to earth and climate systems: Small-world interaction networks or not?
- Growing Urban Bicycle Networks
- Spatio-temporal networks: reachability, centrality and robustness
- Role of Network Topology in the Synchronization of Power Systems
- Models of communication and control for brain networks: distinctions, convergence, and future outlook
- Emergence of assortative mixing between clusters of cultured neurons
- A tale of two cities. Vulnerabilities of the London and Paris transit networks
- Can we neglect the multi-layer structure of functional networks?
- The Organization of Strong Links in Complex Networks
- The Web Graph of a Tourism System
- Structural and topological phase transitions on the German Stock Exchange
- How structure sculpts function: unveiling the contribution of anatomical connectivity to the brain's spontaneous correlation structure
- Beware of the Small-World neuroscientist!
- Loss of synchronization in complex neuronal networks with delay
- Social cohesion, structural holes, and a tale of two measures
- Weight Thresholding on Complex Networks
- Unraveling Spurious Properties of Interaction Networks with Tailored Random Networks
- Sparsity through evolutionary pruning prevents neuronal networks from overfitting
- Local impacts on road networks and access to critical locations during extreme floods
- Inferring network properties from time series using transfer entropy and mutual information: validation of multivariate versus bivariate approaches
- The Sensitivity of Electric Power Infrastructure Resilience to the Spatial Distribution of Disaster Impacts
- Network Analysis in the Legal Domain: A complex model for European Union legal sources
- Modularity produces small-world networks with dynamical time-scale separation
- Critical fluctuations in spatial complex networks
- Enhancing synchronizability of weighted dynamical networks using betweenness centrality
- State and Network Structures of Stock Markets around the Global Financial Crisis
- Data-driven strategies for optimal bicycle network growth
- Using graph concepts to understand the organization of complex systems
- Modular networks emerge from multiconstraint optimization
- Estimating the impact of structural directionality: How reliable are undirected connectomes?
- Resilient by Design: Simulating Street Network Disruptions across Every Urban Area in the World
- Network structure of subway passenger flows
- Evolving small-world networks with geographical attachment preference
- Optimization of network structure to random failures
- Systematic evaluation of a new combinatorial curvature for complex networks
- Software systems through complex networks science: Review, analysis and applications
- Topological Structure of Urban Street Networks from the Perspective of Degree Correlations
- Discrete Ricci curvatures for directed networks
- Random Walks Along the Streets and Canals in Compact Cities: Spectral analysis, Dynamical Modularity, Information, and Statistical Mechanics
- Smallest small-world network
- Multilayer Network Science: from Cells to Societies
- Optimizing topological cascade resilience based on the structure of terrorist networks
- A network perspective on intermedia agenda-setting
- Public transportation in UK viewed as a complex network
- Correlation Between Student Collaboration Network Centrality and Academic Performance
- Distributing circuits over heterogeneous, modular quantum computing network architectures
- Complex networks: new trends for the analysis of brain connectivity
- Quantifying efficient information exchange in real network flows
- Synchronisation in networks of delay-coupled type-I excitable systems
- Exploring associations between micro-level models of innovation diffusion and emerging macro-level adoption patterns
- Human and social capital strategies for Mafia network disruption
- Great cities look small
- Enhancing the robustness of scale-free networks
- Self-avoiding walks and connective constants in small-world networks
- Identifying vital nodes by Achlioptas process
- Epidemics of Liquidity Shortages in Interbank Markets
- Analysis on the urban street network of Korea: Connections between topology and meta-information
- Effect of shortest path multiplicity on congestion of multiplex networks
- Complex networks with tuneable dimensions as a universality playground
- Quantum transport with coupled cavities on the Apollonian network
- Temporal Gravity Model for Important Nodes Identification in Temporal Networks
- A statistical model for brain networks inferred from large-scale electrophysiological signals
- Generating Robust and Efficient Networks Under Targeted Attacks
- The Weighted Bitcoin Lightning Network
- Modeling self-organization of communication and topology in social networks
- Integrating temporal and spatial scales: Human structural network motifs across age and region-of-interest size
- Introduction to correlation networks: Interdisciplinary approaches beyond thresholding
- Evolutionary Events in a Mathematical Sciences Research Collaboration Network
- Parenclitic network analysis of methylation data for cancer identification
- Extinction times of epidemic outbreaks in networks
- Antiferromagnetic Ising model in small-world networks
- Optimizing transport efficiency on scale-free networks through assortative or dissortative topology
- Developmental time windows for axon growth influence neuronal network topology
- Large-scale inference and graph theoretical analysis of gene-regulatory networks in B. stubtilis
- The emergent integrated network structure of scientific research
- Evolving efficiency and robustness of global oil trade networks
- Scale-free networks embedded in fractal space
- Resilience of international oil trade networks under extreme event shock-recovery simulations
- A framework to generate hypergraphs with community structure
- Adaptive rewiring of random neural networks generates convergent-divergent units
- Basic principles drive self-organization of brain-like connectivity structure
- The agents' preferences and the topology of networks
- Goal-directed graph construction using reinforcement learning
- How to design multi-target drugs: Target search options in cellular networks
- Synchronization dynamics on the EU and US power grids
- Sizing the length of complex networks
- The Flow Dimension and Capacity for Structuring Urban Street Networks
- Centrality Measures in Complex Networks: A Survey
- Evolutionary and topological properties of gene modules and driver mutations in a leukemia gene regulatory network
- Characterization and exploitation of community structure in cover song networks
- The Multiplex Efficiency Index: unveiling the Brazilian Air Transportation Multiplex Network -- BATMN
- Revealing directed effective connectivity of cortical neuronal networks from measurements
- Absorbing Random Walks Interpolating Between Centrality Measures on Complex Networks
- Disruption and recovery of the US domestic airline networks during the COVID-19 pandemic
- Fair sharing of resources in a supply network with constraints
- On Detection and Structural Reconstruction of Small-World Random Networks
- Kinetic-growth self-avoiding walks on small-world networks
- Transmission of packets on a hierarchical network: Statistics and explosive percolation
- Scale-variant topological information for characterizing the structure of complex networks
- Coevolution of relationship-driven cooperation under recommendation protocol on multiplex networks
- Network-centric indicators for fragility in global financial indices
- Emergence of Robust and Efficient Networks in a Family of Attachment Models
- Threshold-free estimation of entropy from a Pearson matrix
- Balancing building and maintenance costs in growing transport networks
- Cluster structure of functional networks estimated from high-resolution EEG data
- Clarifying How Degree Entropies and Degree-Degree Correlations Relate to Network Robustness
- Zero-temperature Glauber dynamics on small-world networks
- Complex systems: features, similarity and connectivity
- Link deletion in directed complex networks
- An interpretable machine-learned model for international oil trade network
- Comparing spatial networks: A 'one size fits all' efficiency-driven approach
- Structural efficiency of percolation landscapes in flow networks
- Random-Graph Models and Characterization of Granular Networks
- Anomalous Consistency in Mild Cognitive Impairment: a complex networks approach
- Information Flow in the FTX Bankruptcy: A Network Approach
- Explaining the emergence of complex networks through log-normal fitness in a Euclidean node similarity space
- Optimizing the Human Learnability of Abstract Network Representations
- Understanding Cascading Failures in Power Grids
- On alternative formulations of the small-world metric in complex networks
- Pendular behavior of public transport networks
- Distinct neurodynamics of functional brain networks in Alzheimer's disease and frontotemporal dementia as revealed by EEG
- Connectedness matters: Construction and exact random sampling of connected graphs
- Real-Space Visualization of Quantum Phase Transition by Network Topology
- Inferring Information Flow in Spike-train Data Sets using a Trial-Shuffle Method
- Finding the right scale of a network: Efficient identification of causal emergence through spectral clustering
- Comparing local search paths with global search paths on protein residue networks: allosteric communication
- Bounds of the sum of edge lengths in linear arrangements of trees
- A Communication Model for Adaptive Service Provisioning in Hybrid Wireless Networks
- A novel approach to study realistic navigations on networks
- Redundancy Analysis of the Railway Network of Hungary
- Impact of shocks to economies on the efficiency and robustness of the international pesticide trade networks
- Epidemic modelling requires knowledge of the social network
- Network-Based Approach for Modeling and Analyzing Coronary Angiography
- Robustness of Regular Graphs Based on Natural Connectivity
- Brain network efficiency is influenced by pathological source of corticobasal syndrome
- Existence of Life in 2 + 1 Dimensions
- Quantifying navigation complexity in transportation networks
- Low Cost Carriers induce specific and identifiable delay propagation patterns: an analysis of the EU and US systems
- Studying power-grid synchronization with incremental refinement of model heterogeneity
- Distinct Modes of Functional Neural Organization in Autism: Insights from Dynamical Systems Analysis of Resting-State EEG
- Exit Ripple Effects: Understanding the Disruption of Socialization Networks Following Employee Departures
- Emergence of scale-free properties in Hebbian networks
- Extremal Properties of Complex Networks
- Log-periodic oscillations due to discrete effects in complex networks
- Using complex networks to model 2-D and 3-D soil porous architecture
- Network efficiency of spatial systems with fractal morphology: a geometric graphs approach
- The general conformable fractional grey system model and its applications
- A Graph-Neural-Network-Entropy model of vital node identification on network attack and propagation
- A framework for seizure detection using effective connectivity, graph theory and deep modular neural networks
- Higher-order shortest paths in hypergraphs
- Random degree-degree correlated networks
- Effectiveness of Rapid Rail Transit System in Beijing
- Emergence of Functionally Differentiated Structures via Mutual Information Minimization in Recurrent Neural Networks
- New nodes attack strategies for real complex weighted networks
- On the assesment of functional connectivity in an immersive brain-computer interface during motor imagery
- Network approach towards understanding the crazing in glassy amorphous polymers
- Hypothesis Testing for Two Sample Comparison of Network Data
- Early deafness leads to re-shaping of global functional connectivity beyond the auditory cortex
- Nodal statistics-based equivalence relation for graph collections
- Multiscale modeling of brain network organization
- Functional brain networks: great expectations, hard times, and the big leap forward
- Decision-Making Frameworks for Network Resilience -- Managing and Mitigating Systemic (Cyber) Risk
- Range-based attacks on links in random scale-free networks
- Theory of Interface: Category Theory, Directed Networks and Evolution of Biological Networks
- Effect of Anisotropic Peierls Barrier on the Evolution of Discrete Dislocation Networks in Ni
- Unveiling connectivity patterns of railway timetables through complex network theory and Infomap clustering
- Taking a moment to measure Networks - A hierarchical approach
- Effects of neuronal variability on phase synchronization of neural networks
- A Survey of Evolving Models for Weighted Complex Networks based on their Dynamics and Evolution
- Fortifying Critical Infrastructure Networks with Multicriteria Portfolio Decision Analysis: An Application to Railway Stations in Finland
- Local search on protein residue networks
- Altered connectedness of the brain chronnectome during the progression of Alzheimer's disease
- Decoding Musical Evolution Through Network Science
- Tracing the Attention of Moving Citizens
- superblockify: A Python Package for Automated Generation, Visualization, and Analysis of Potential Superblocks in Cities
- A model for the generation of road networks
- Landscape allocation: stochastic generators and statistical inference
- Functional and spatial rewiring jointly generate convergent-divergent units in self-organizing networks
- Towards a Quantitative Theory of Digraph-Based Complexes and its Applications in Brain Network Analysis
- Application of discrete Ricci curvature in pruning randomly wired neural networks: A case study with chest x-ray classification of COVID-19
- Topological and Temporal Stability Analysis of the Lightning Network
- Statistical analysis of weighted networks
- Optimality of Moore neighborhoods in protein contact maps
- Opportunities and challenges in partitioning the graph measure space of real-world networks
- Diseases on complex networks. Modeling from a database and a protection strategy proposal
- GUDIE: a flexible, user-defined method to extract subgraphs of interest from large graphs
- Some properties of hierarchic regular networks (a peep into fractal structures)
- Graph Metrics for Internet Robustness -- A Survey
- Manifold learning for brain connectivity
- Fast multipole networks
- Abrupt efficiency collapse in real-world complex weighted networks: robustness decrease with link weights heterogeneity
- Pattern phase diagram of spiking neurons on spatial networks
- Probabilistic Constraint Programming for Parameters Optimisation of Generative Models
- Power Plexus: A network based analysis
- Spatial Neural Networks and their Functional Samples: Similarities and Differences
- Étude de l'omniprésence des propriétés petit- monde et sans-échelle
- Noise-Induced Burst and Spike Synchronizations in An Inhibitory Small-World Network of Subthreshold Bursting Neurons
- Robustness of Link-prediction Algorithm Based on Similarity and Application to Biological Networks
- A big-world network in ASD: Dynamical connectivity analysis reflects a deficit in long-range connections and an excess of short-range connections
- Modelling terrestrial route networks to understand inter-polity interactions (southern Etruria, 950-500 BC)
- Recursive Shortest Path Algorithm with Application to Density-integration of Weighted Graphs
- Stable Matching with Incomplete Information in Structured Networks
- A Collaboration Network Model Of Cytokine-Protein Network
- Knowledge transfer in a tourism destination: the effects of a network structure