Community structure in social and biological networks

Abstract

A number of recent studies have focused on the statistical properties of networked systems such as social networks and the World-Wide Web. Researchers have concentrated particularly on a few properties which seem to be common to many networks: the small-world property, power-law degree distributions, and network transitivity. In this paper, we highlight another property which is found in many networks, the property of community structure, in which network nodes are joined together in tightly-knit groups between which there are only looser connections. We propose a new method for detecting such communities, built around the idea of using centrality indices to find community boundaries. We test our method on computer generated and real-world graphs whose community structure is already known, and find that it detects this known structure with high sensitivity and reliability. We also apply the method to two networks whose community structure is not well-known - a collaboration network and a food web - and find that it detects significant and informative community divisions in both cases.

8 pages, 7 figures

References in corpus (1)

• Cooperative Game Theory Approaches for Network Partitioning

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• Network structure, metadata and the prediction of missing nodes and annotations
• Epidemic spreading on modular networks: The fear to declare a pandemic
• Fast counting with tensor networks
• Community structure of copper supply networks in the prehistoric Balkans: An independent evaluation of the archaeological record from the 7th to the 4th millennium BC
• Systematic evaluation of a new combinatorial curvature for complex networks
• Griffiths singularities and algebraic order in the exact solution of an Ising model on a fractal modular network
• Mesoscopic analysis of online social networks - The role of negative ties
• Detecting coalitions by optimally partitioning signed networks of political collaboration
• Discrete Ricci curvatures for directed networks
• Ising model on two connected Barabasi-Albert networks
• Inference for multiple heterogeneous networks with a common invariant subspace
• Influence of Reciprocal links in Social Networks
• Mixed Membership Estimation for Social Networks
• Software systems through complex networks science: Review, analysis and applications
• Effect of Topology upon Relay Synchronization in Triplex Neuronal Networks
• Detecting Communities in Networks by Merging Cliques
• Generalized epidemic process on modular networks
• A testing based extraction algorithm for identifying significant communities in networks
• Dynamics of Social Diversity
• Comparing intermittency and network measurements of words and their dependency on authorship
• Growing network model for community with group structure
• Communities unfolding in multislice networks
• Multilevel Hierarchical Kernel Spectral Clustering for Real-Life Large Scale Complex Networks
• Community Detection in Complex Networks by Dynamical Simplex Evolution
• Network community detection using modularity density measures
• Neural Ordinary Differential Equation Control of Dynamics on Graphs
• Diffusion and networks: A powerful combination!
• Inversion method for content-based networks
• Random walks in modular scale-free networks with multiple traps
• Random Walks Along the Streets and Canals in Compact Cities: Spectral analysis, Dynamical Modularity, Information, and Statistical Mechanics
• CGC: Contrastive Graph Clustering for Community Detection and Tracking
• Unfolding the multiscale structure of networks with dynamical Ollivier-Ricci curvature
• A Replica Inference Approach to Unsupervised Multi-Scale Image Segmentation
• The critical point of k-clique percolation in the Erdos-Renyi graph
• Persistent Homology Guided Force-Directed Graph Layouts
• How to become a superhero
• Revealing consensus and dissensus between network partitions
• Network of Econophysicists: a weighted network to investigate the development of Econophysics
• Information Flow in Interaction Networks
• Structural preferential attachment: Network organization beyond the link
• A model of spreading of sudden events on social networks
• Stochastic block model and exploratory analysis in signed networks
• Forensic Analysis of Phone Call Networks
• Multilayer Network Science: from Cells to Societies
• Measuring Significance of Community Structure in Complex Networks
• Opinion formation driven by PageRank node influence on directed networks
• Network Clustering via Maximizing Modularity: Approximation Algorithms and Theoretical Limits
• Topological Measure Locating the Effective Crossover between Segregation and Integration in a Modular Network
• Null models for network data
• Fast and accurate determination of modularity and its effect size
• Online Social Network Analysis: A Survey of Research Applications in Computer Science
• Solutions to Detect and Analyze Online Radicalization : A Survey
• Disentangling homophily, community structure and triadic closure in networks
• Regional and Sectoral Structures and Their Dynamics of Chinese Economy: A Network Perspective from Multi-Regional Input-Output Tables
• Phase Transitions in Spectral Community Detection
• Empirical analysis on a keyword-based semantic system
• Efficient community-based control strategies in adaptive networks
• Community Structure in Large Networks: Natural Cluster Sizes and the Absence of Large Well-Defined Clusters
• Comment on ``Scientific collaboration networks. II. Shortest paths, weighted networks, and centrality"
• Scalable Gromov-Wasserstein Learning for Graph Partitioning and Matching
• Tie Strength Distribution in Scientific Collaboration Networks
• Discrete-time quantum walk on complex networks for community detection
• Extraction of hidden information by efficient community detection in networks
• Community structures and role detection in music networks
• Bi-Objective Community Detection (BOCD) in Networks using Genetic Algorithm
• Finding network communities using modularity density
• Community Detection in Quantum Complex Networks
• Joint community and anomaly tracking in dynamic networks
• Process Flow Diagram of an Ammonia Plant as a Complex Network
• Multi-resolution community detection based on generalized self-loop rescaling strategy
• Classification of Complex Networks Based on Topological Properties
• Detecting community structure in networks using edge prediction methods
• A measure of betweenness centrality based on random walks
• Significant communities in large sparse networks
• Nested hierarchies in planar graphs
• Bridge Bounding: A Local Approach for Efficient Community Discovery in Complex Networks
• Community detection using boundary nodes in complex networks
• Integrating Prior Knowledge in Mixed Initiative Social Network Clustering
• The random subgraph model for the analysis of an ecclesiastical network in Merovingian Gaul
• Cross-validation estimate of the number of clusters in a network
• On The Structure of Competitive Societies
• A paradox in community detection
• Random matrix analysis of network Laplacians
• Bridges in Complex Networks
• Tracking and Predicting Evolution of Social Communities
• Evolution of the Internet k-dense structure
• Communicability and multipartite structures in complex networks at negative absolute temperatures
• Quantifying efficient information exchange in real network flows
• Spectral Detection of Simplicial Communities via Hodge Laplacians
• Multiscale Dynamics in Communities of Phase Oscillators
• Network positions in active learning environments in physics
• Optimal map of the modular structure of complex networks
• Community Evolution of Social Network: Feature, Algorithm and Model
• Three-state opinion dynamics in modular networks
• How higher goals are constructed and collapse under stress: a hierarchical Bayesian control systems perspective
• Effect of edge removal on topological and functional robustness of complex networks
• Robustness and modular structure in networks
• Edge-based sequential graph generation with recurrent neural networks
• Leveraging disjoint communities for detecting overlapping community structure
• Identifying significant edges via neighborhood information
• Network-based statistical comparison of citation topology of bibliographic databases
• Contact Adaption during Epidemics: A Multilayer Network Formulation Approach
• Identifying the Parametric Occurrence of Multiple Steady States for some Biological Networks
• Overlapping Community Detection with Graph Neural Networks
• The role of modularity in self-organisation dynamics in biological networks
• Developmental time windows for spatial growth generate multiple-cluster small-world networks
• GIN-SD: Source Detection in Graphs with Incomplete Nodes via Positional Encoding and Attentive Fusion
• Systemic risk assessment through high order clustering coefficient
• Spectral Properties of Directed Random Networks with Modular Structure
• Overlapping Community Discovery Methods: A Survey
• Contagion processes on the static and activity driven coupling networks
• Scaling laws for diffusion on (trans)fractal scale-free networks
• Two Decades of Network Science as seen through the co-authorship network of network scientists
• Spectral transitions in networks
• Genetic Algorithm with a Local Search Strategy for Discovering Communities in Complex Networks
• Modularity functions maximization with nonnegative relaxation facilitates community detection in networks
• Genetic Algorithm with Ensemble Learning for Detecting Community Structure in Complex Networks
• An Architecture for Software Engineering Gamification
• An Evaluation Tool for Backbone Extraction Techniques in Weighted Complex Networks
• Control of asymmetric Hopfield networks and application to cancer attractors
• Network Modularity Controls the Speed of Information Diffusion
• Synwalk -- Community Detection via Random Walk Modelling
• SI-spreading-based network embedding in static and temporal networks
• Coarse Graining for Synchronization in Directed Networks
• Hierarchical benchmark graphs for testing community detection algorithms
• Parallel Index-Based Structural Graph Clustering and Its Approximation
• Mass Media Influence Spreading in Social Networks with Community Structure
• Learning multi-faceted representations of individuals from heterogeneous evidence using neural networks
• Finding communities in sparse networks
• Extension of Modularity Density for Overlapping Community Structure
• A divisive spectral method for network community detection
• Model validation of simple-graph representations of metabolism
• Identification of Group Changes in Blogosphere
• eBay users form stable groups of common interest
• Revealing Multiple Layers of Hidden Community Structure in Networks
• Towards A Novel Unified Framework for Developing Formal, Network and Validated Agent-Based Simulation Models of Complex Adaptive Systems
• Spectral analysis of deformed random networks
• Structure of Heterogeneous Networks
• Exponential random graph models for networks with community structure
• OLCPM: An Online Framework for Detecting Overlapping Communities in Dynamic Social Networks
• Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations
• Dynamical origins of the community structure of multi-layer societies
• Community detection and Social Network analysis based on the Italian wars of the 15th century
• Extracting tag hierarchies
• Representative community divisions of networks
• DMCS : Density Modularity based Community Search
• Extracting topological features from dynamical measures in networks of Kuramoto oscillators
• Efficient local behavioral change strategies to reduce the spread of epidemics in networks
• Demarcating Geographic Regions using Community Detection in Commuting Networks with Significant Self-Loops
• Multi-Population Phase Oscillator Networks with Higher-Order Interactions
• The relationship between acquaintanceship and coauthorship in scientific collaboration networks
• Listing All Maximal Cliques in Large Sparse Real-World Graphs
• Overlapping Community Detection in Bipartite Networks
• Inherent directionality explains the lack of feedback loops in empirical networks
• Community detection in bipartite networks using weighted symmetric binary matrix factorization
• Exact ICL maximization in a non-stationary temporal extension of the stochastic block model for dynamic networks
• Connected but Segregated: Social Networks in Rural Villages
• On the evaluation potential of quality functions in community detection for different contexts
• Models of on-line social networks
• Influence of network topology on cooperative problem-solving systems
• A Unified Method of Detecting Core-Periphery Structure and Community Structure in Networks
• Hierarchical mutual information for the comparison of hierarchical community structures in complex networks
• Improving the performance of algorithms to find communities in networks
• Equitable random graphs
• The Minimum Wiener Connector
• Synchronization over $Z_2$ and community detection in multiplex signed networks with constraints
• LabelRank: A Stabilized Label Propagation Algorithm for Community Detection in Networks
• Centrality anomalies in complex networks as a result of model over-simplification
• A new measure for community structures through indirect social connections
• Community Detection in Dynamic Networks via Adaptive Label Propagation
• Magic-State Functional Units: Mapping and Scheduling Multi-Level Distillation Circuits for Fault-Tolerant Quantum Architectures
• Group detection in complex networks: An algorithm and comparison of the state of the art
• Diffusion geometry of multiplex and interdependent systems
• Ensemble Clustering for Graphs
• Persistent homology of unweighted complex networks via discrete Morse theory
• Dynamical robustness of network of oscillators
• Empirical studies on the network of social groups: the case of Tencent QQ
• Revealing travel patterns and city structure with taxi trip data
• Similarity of Neural Network Models: A Survey of Functional and Representational Measures
• Identifying overlapping communities in social networks using multi-scale local information expansion
• Modular synchronization in complex networks with a gauge Kuramoto model
• Variational Bayes model averaging for graphon functions and motif frequencies inference in W-graph models
• Multistability in coupled oscillator systems with higher-order interactions and community structure
• Emergence of robustness against noise: A structural phase transition in evolved models of gene regulatory networks
• An Enhanced Multi-Objective Biogeography-Based Optimization for Overlapping Community Detection in Social Networks with Node Attributes
• Social and place-focused communities in location-based online social networks
• Hierarchical stochastic graphlet embedding for graph-based pattern recognition
• Gender and collaboration patterns in a temporal scientific authorship network
• Combinatorial approach to Modularity
• Detection of Community Structures in Networks with Nodal Features based on Generative Probabilistic Approach
• RobustECD: Enhancement of Network Structure for Robust Community Detection
• Using shortest path to discover criminal community
• A Graph Theory approach to assess nature's contribution to people at a global scale
• Ensemble Clustering for Graphs: Comparisons and Applications
• A place-focused model for social networks in cities
• An Evolving model of online bipartite networks
• Component models for large networks
• SurpriseMe: an integrated tool for network community structure characterization using Surprise maximization
• Interconnections between networks act like an external field in first-order percolation transitions
• Explicitly Linking Regional Activation and Function Connectivity: Community Structure of Weighted Networks with Continuous Annotation
• Hierarchical organization of brain functional network during visual task
• A novel metric for community detection
• Phase of Ising spins on modular networks analogous to social polarization
• The effects of degree correlations on network topologies and robustness
• A Graph Analysis of the Linked Data Cloud
• The Infinite Degree Corrected Stochastic Block Model
• Identifying edges that facilitate the generation of extreme events in networked dynamical systems
• Enhancing community detection by local structural information
• Two universal physical principles shape the power-law statistics of real-world networks
• Network synchronization: Optimal and Pessimal Scale-Free Topologies
• Public Transport Networks under Random Failure and Directed Attack
• Steiner Distance in Graphs--A Survey
• Fast Detection of Community Structures using Graph Traversal in Social Networks
• Mesoscopic analysis of networks: applications to exploratory analysis and data clustering
• Multiple abrupt phase transitions in urban transport congestion
• Belief propagation for graph partitioning
• Growing community networks with local events
• The Role of Second Trials in Cascades of Information over Networks
• A complex network description of thermal quantum states in the Ising spin chain
• Analytical results for stochastically growing networks: connection to the zero range process
• On Accuracy of Community Structure Discovery Algorithms
• Identifying Influential Spreaders of Epidemics on Community Networks
• Community Recovery in Graphs with Locality
• A Network Science perspective of Graph Convolutional Networks: A survey
• Artificial Benchmark for Community Detection with Outliers (ABCD+o)
• Topological Centrality and Its Applications
• Modeling and verifying a broad array of network properties
• Bow-Tie Structures of Twitter Discursive Communities
• Effect of size heterogeneity on community identification in complex networks
• Modeling complex systems: A case study of compartmental models in epidemiology
• Impact of network structure on a model of diffusion and competitive interaction
• Community detection in multiplex networks using locally adaptive random walks
• Prevalence and scalable control of localized networks
• Detecting Community Structure in Dynamic Social Networks Using the Concept of Leadership
• Ant Colony Optimization with a New Random Walk Model for Community Detection in Complex Networks
• A simple model clarifies the complicated relationships of complex networks
• A system-wide network reconstruction of gene regulation and metabolism in Escherichia coli
• Closed benchmarks for network community structure characterization
• Multiplex Communities and the Emergence of International Conflict
• Sampling promotes community structure in social and information networks
• A Random Matrix Approach to Differential Privacy and Structure Preserved Social Network Graph Publishing
• Ricci Curvature of the Internet Topology
• Organization of networks with tagged nodes and biased links: a priori distinct communities. The case of Intelligent Design Proponents and Darwinian Evolution Defenders
• A Generalized and Adaptive Method for Community Detection
• Network Detection Theory and Performance
• Mapping weblog communities
• Evolving Scale-Free Network Model with Tunable Clustering
• Discovering Network Structure Beyond Communities
• A framework for second order eigenvector centralities and clustering coefficients
• Structure and function in flow networks
• Bayesian Discovery of Threat Networks
• Improvements on SCORE, Especially for Weak Signals
• Hyperlink communities in higher-order networks
• Slow poisoning and destruction of networks: Edge proximity and its implications for biological and infrastructure networks
• Community detection using preference networks
• Symbolic Versus Numerical Computation and Visualization of Parameter Regions for Multistationarity of Biological Networks
• CS-TGN: Community Search via Temporal Graph Neural Networks
• On the Widespread Occurrence of the Inverse Square Distribution in Social Sciences and Taxonomy
• Deformed Gaussian Orthogonal Ensemble description of Small-World networks
• Social Network Analysis Taxonomy Based on Graph Representation
• Locality-aware parallel block-sparse matrix-matrix multiplication using the Chunks and Tasks programming model
• A similarity-based community detection method with multiple prototype representation
• Communicability Angles Reveal Critical Edges for Network Consensus Dynamics
• Characterization of fracture in topology-optimized bio-inspired networks
• Defining Least Community as a Homogeneous Group in Complex Networks
• Correlation and scaling behaviors of $P{M}_{2.5}$ concentration in China
• Modularity and Projection of Bipartite Networks
• Reverse engineering of complex dynamical networks in the presence of time-delayed interactions based on noisy time series
• A unified data representation theory for network visualization, ordering and coarse-graining
• Discovering link communities in complex networks by exploiting link dynamics
• A Fast and Efficient Incremental Approach toward Dynamic Community Detection
• Layer reconstruction and missing link prediction of multilayer network with a Maximum A Posteriori estimation
• Using link and content over time for embedding generation in Dynamic Attributed Networks
• Robust Graph Filter Identification and Graph Denoising from Signal Observations
• Characterization of the community structure in a large-scale production network in Japan
• An Unsupervised Framework for Comparing Graph Embeddings
• Line graphs as social networks
• Multitarget search on complex networks: A logarithmic growth of global mean random cover time
• Synchronization scenarios in three-layer networks with a hub
• Network clustering and community detection using modulus of families of loops
• Same Stats, Different Graphs: Exploring the Space of Graphs in Terms of Graph Properties
• Features and heterogeneities in growing network models
• Ground truth? Concept-based communities versus the external classification of physics manuscripts
• Clustering for epidemics on networks: a geometric approach
• Emergence of complex structures from nonlinear interactions and noise in coevolving networks
• Self-organization of heterogeneous topology and symmetry breaking in networks with adaptive thresholds and rewiring
• The characteristics of cycle-nodes-ratio and its application to network classification
• Fast Heuristic Algorithm for Multi-scale Hierarchical Community Detection
• Multiple Hybrid Phase Transition: Bootstrap Percolation on Complex Networks with Communities
• Effects of random pinning on the potential energy landscape of a supercooled liquid
• Evolving network structure of academic institutions
• Anomaly detection and community detection in networks
• Revealing graph bandits for maximizing local influence
• Community detection by label propagation with compression of flow
• Impact of centrality on cooperative processes
• odeN: Simultaneous Approximation of Multiple Motif Counts in Large Temporal Networks
• Finding Community Structure Based on Subgraph Similarity
• The Similarity of Global Value Chains: A Network-Based Measure
• Synchronization of wave structures in a heterogeneous multiplex network of 2D vdP lattices with attractive and repulsive intra-layer coupling
• Hierarchical core-periphery structure in networks
• Using complex networks towards information retrieval and diagnostics in multidimensional imaging
• Fuzzy Overlapping Community Quality Metrics
• Path-dependent connectivity, not modularity, consistently predicts controllability of structural brain networks
• On converting community detection algorithms for fuzzy graphs in Neo4j
• Nonlocal PageRank
• Model selection and clustering in stochastic block models with the exact integrated complete data likelihood
• Multi-resolution community detection in massive networks
• Consistent Estimation of Mixed Memberships with Successive Projections
• Leadership Statistics in Random Structures
• Nonlinear social evolution and the emergence of collective action
• A SUPER* Algorithm to Optimize Paper Bidding in Peer Review
• Non-parametric resampling of random walks for spectral network clustering
• Unicyclic Components in Random Graphs
• Revisiting the Bethe-Hessian: Improved Community Detection in Sparse Heterogeneous Graphs
• Thermodynamics of spin systems on small-world hypergraphs
• Approximating the Largest Eigenvalue of the Modified Adjacency Matrix of Networks with Heterogeneous Node Biases
• Inference for graphs and networks: Extending classical tools to modern data
• Predicting synchronized gene coexpression patterns from fibration symmetries in gene regulatory networks in bacteria
• Dynamics-Driven Evolution to Structural Heterogeneity in Complex Networks
• Mesoscale symmetries explain dynamical equivalence of food webs
• Feedbacks from the metabolic network to the genetic network reveal regulatory modules in E. coli and B. subtilis
• Finding the Resistance Distance and Eigenvector Centrality from the Network's Eigenvalues
• Systems Applications of Social Networks
• Robustness of community structure to node removal
• Comparative analysis on the selection of number of clusters in community detection
• Minimum curvilinear automata with similarity attachment for network embedding and link prediction in the hyperbolic space
• Networking genetic regulation and neural computation: Directed network topology and its effect on the dynamics
• Local-ring network automata and the impact of hyperbolic geometry in complex network link-prediction
• Kernel k-Groups via Hartigan's Method
• Geo-Social Group Queries with Minimum Acquaintance Constraint
• Degree difference: A simple measure to characterize structural heterogeneity in complex networks
• Using HistCite software to identify significant articles in subject searches of the Web of Science
• Variational Community Partition with Novel Network Structure Centrality Prior
• Detection of core-periphery structure in networks by 3-tuple motifs
• Edge directionality properties in complex spherical networks
• Label propagation for clustering
• Cluster analysis of weighted bipartite networks: a new copula-based approach
• Geometric Multiscale Community Detection: Markov Stability and Vector Partitioning
• Memory effects induce structure in social networks with activity-driven agents
• Generalized Spectral Clustering via Gromov-Wasserstein Learning
• Random intersection graphs with communities
• Community detection based on first passage probabilities
• Global efficiency and network structure of urban traffic flows: A percolation-based empirical analysis
• Higher-order link prediction via local information
• Node mixing and group structure of complex software networks
• An Ant-Based Algorithm with Local Optimization for Community Detection in Large-Scale Networks
• Scalable Betweenness Centrality Maximization via Sampling
• Community detection for weighted bipartite networks
• The q-component static model : modeling social networks
• Correlations and Clustering in Wholesale Electricity Markets
• A Bi-clustering Framework for Consensus Problems
• Randomized Shortest Paths with Net Flows and Capacity Constraints
• Identification of cohesive subgroups in a university hall of residence during the COVID-19 pandemic using a social network analysis approach
• A Generative Node-attribute Network Model for Detecting Generalized Structure
• Community detection based on significance optimization in complex networks
• Statistical Analysis of Tipping Pathways in Agent-Based Models
• Flexible construction of hierarchical scale-free networks with general exponent
• A Method for Characterizing Communities in Dynamic Attributed Complex Networks
• To Be Connected, or Not to Be Connected: That is the Minimum Inefficiency Subgraph Problem
• Diffusion on hierarchical systems of weakly-coupled networks
• Wealth distribution on complex networks
• Thermodynamic approach for community discovering within the complex networks: LiveJournal study
• A Study on Modularity Density Maximization: Column Generation Acceleration and Computational Complexity Analysis
• Weighted Community Detection and Data Clustering Using Message Passing
• A 2D Parallel Triangle Counting Algorithm for Distributed-Memory Architectures
• A universal assortativity measure for network analysis
• Composite Community-Aware Diversified Influence Maximization with Efficient Approximation
• Overlapping modularity at the critical point of k-clique percolation
• Partition of Networks into Basins of Attraction
• How Transitive Are Real-World Group Interactions? -- Measurement and Reproduction
• Growing networks of overlapping communities with internal structure
• Spontaneous Formation of Dynamical Groups in an Adaptive Networked System
• Network similarity and statistical analysis of earthquake seismic data
• Optimal transport on supply-demand networks
• Finding overlapping communities in networks using evolutionary method
• Node Immunization with Non-backtracking Eigenvalues
• Competition, Collaboration, and Optimization in Multiple Interacting Spreading Processes
• Centrality properties of directed module members in social networks
• Dynamics of Random Graphs with Bounded Degrees
• Discovering Communication Pattern Shifts in Large-Scale Labeled Networks using Encoder Embedding and Vertex Dynamics
• Heterogeneous message passing for heterogeneous networks
• Quantifying the status of economies in international crop trade networks: An correlation structure analysis of various node-ranking metrics
• Course-Prerequisite Networks for Analyzing and Understanding Academic Curricula
• Higher-order rich-club phenomenon in collaborative research grants
• Lifetime-based Optimization for Simulating Quantum Circuits on a New Sunway Supercomputer
• Effective and Efficient Core Computation in Signed Networks
• Percolation on spatial anisotropic networks
• Multiscale mobility patterns and the restriction of human movement
• Community detection problem based on polarization measures:an application to Twitter: the COVID-19 case in Spain
• Identifying Correlation Clusters in Many-Body Localized Systems
• Cycle Analysis of Directed Acyclic Graphs
• Efficient Centrality Maximization with Rademacher Averages
• Unfolding network communities by combining defensive and offensive label propagation
• Modular organization enhances the robustness of attractor network dynamics
• Distributed Community Detection in Dynamic Graphs
• Exotic phase transitions of k-cores in clustered networks
• An ensemble based on a bi-objective evolutionary spectral algorithm for graph clustering
• Interpreting communities based on the evolution of a dynamic attributed network
• Distributed Algorithms for Directed Betweenness Centrality and All Pairs Shortest Paths
• Resampling effects on significance analysis of network clustering and ranking
• Spectral coarse graining for random walk in bipartite networks
• Detection of the elite structure in a virtual multiplex social system by means of a generalized $K$-core
• Properties of Healthcare Teaming Networks as a Function of Network Construction Algorithms
• Temporal prediction of epidemic patterns in community networks
• Complex networks as an emerging property of hierarchical preferential attachment
• Micro-bias and macro-performance
• Efficiently Detecting Overlapping Communities through Seeding and Semi-Supervised Learning
• Multiple phases in modularity-based community detection
• Can recurrence networks show small world property?
• Graph Encoder Ensemble for Simultaneous Vertex Embedding and Community Detection
• Intervality and coherence in complex networks
• Local community extraction in directed networks
• Convexity in complex networks
• Sequential Changepoint Approach for Online Community Detection
• Community detection based on "clumpiness" matrix in complex networks
• Wall-induced anisotropy effects on turbulent mixing in channel flow: A network-based analysis
• Statistical test for detecting community structure in real-valued edge-weighted graphs
• Evolutionary Subnetworks in Complex Systems
• Quality functions in community detection
• Mathematical and Algorithmic Analysis of Network and Biological Data
• Network analysis of online bidding activity
• Multiple bipolar fuzzy measures: an application to community detection problems for networks with additional information
• Robustness modularity in complex networks
• Community detection for networks with unipartite and bipartite structure
• Scale-free network clustering in hyperbolic and other random graphs
• Novel Sampling Design for Respondent-driven Sampling
• Multiresolution Consensus Clustering in Networks
• A unified framework for spectral clustering in sparse graphs
• Network analysis of 3D complex plasma clusters in a rotating electric field
• On the Permanence of Vertices in Network Communities
• Percolation transition and distribution of connected components in generalized random network ensembles
• Triangle Centrality
• Unsupervised clustering analysis: a multiscale complex networks approach
• Cluster structure of functional networks estimated from high-resolution EEG data
• Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection
• Filtering higher-order datasets
• Network reconstruction via the minimum description length principle
• Minimum Long-Loop Feedback Vertex Set and Network Dismantling
• Network-centric indicators for fragility in global financial indices
• The epidemiology of lateral movement: exposures and countermeasures with network contagion models
• Fast Complex Network Clustering Algorithm Using Agents
• Investigating Centrality Measures in Social Networks with Community Structure
• Adversarial Immunization for Certifiable Robustness on Graphs
• Comparing Graph Clusterings: Set partition measures vs. Graph-aware measures
• Identification of highly susceptible individuals in complex networks
• Heterogeneous Network Motifs
• Robustness of community structure under edge addition
• Network-based model of the growth of termite nests
• PyGenStability: Multiscale community detection with generalized Markov Stability
• Community detectability and structural balance dynamics in signed networks
• A Tractable Fully Bayesian Method for the Stochastic Block Model
• Two transitions in spatial modular networks
• Consistent Community Identification in Complex Networks
• Large Communities in a scale-free network
• Rubik: A Hierarchical Architecture for Efficient Graph Learning
• Augmentations of Forman's Ricci Curvature and their Applications in Community Detection
• On the relationship between Gaussian stochastic blockmodels and label propagation algorithms
• A Survey of Community Search Over Big Graphs
• The rigorous solution for the average distance of a Sierpinski network
• Random walks in unweighted and weighted modular scale-free networks with a perfect trap
• Detecting groups of similar components in complex networks
• Link community detection through global optimization and the inverse resolution limit of partition density
• Ordered community structure in networks
• Hierarchical community detection by recursive partitioning
• Motif Analysis in the Amazon Product Co-Purchasing Network
• Distribution of maximal clique size of the vertices for theoretical small-world networks and real-world networks
• Community Detection via Local Dynamic Interaction
• Efficient Bayesian Community Detection using Non-negative Matrix Factorisation
• Analysis of Spatio-Temporal Preferences and Encounter Statistics for DTN Performance
• Convex skeletons of complex networks
• Critical field-exponents for secure message-passing in modular networks
• The quoter model: a paradigmatic model of the social flow of written information
• Community Detection Across Multiple Social Networks based on Overlapping Users
• Belief-Propagation Guided Monte-Carlo Sampling
• Graph Matching: Relax at Your Own Risk
• An alternative approach to determining average distance in a class of scale-free modular networks
• Emergence and persistence of communities in coevolutionary networks
• Adaptive Graph Convolutional Network with Attention Graph Clustering for Co-saliency Detection
• Emergence of Clustering in an Acquaintance Model without Homophily
• Two faces of greedy leaf removal procedure on graphs
• Evidential Communities for Complex Networks
• Detecting network communities beyond assortativity-related attributes
• Tie-Line Characteristics based Partitioning for Distributed Optimization of Power Systems
• A Decentralised Self-Healing Approach for Network Topology Maintenance
• Dismantling Efficiency and Network Fractality
• Onion under Microscope: An in-depth analysis of the Tor network
• Comparing Community-aware Centrality Measures in Online Social Networks
• On community structure validation in real networks
• Hidden dependence of spreading vulnerability on topological complexity
• Optimal Scale-Free Small-World Graphs with Minimum Scaling of Cover Time
• Discovery and analysis of biochemical subnetwork hierarchies
• Detecting Communities in Complex Networks using an Adaptive Genetic Algorithm and node similarity-based encoding
• Community Detection using a Measure of Global Influence
• Multi-level algorithms for modularity clustering
• Micro-interventions in urban transport from pattern discovery on the flow of passengers and on the bus network
• Minimal paths between communities induced by geographical networks
• Multi-scale Laplacian community detection in heterogeneous networks
• Random-Graph Models and Characterization of Granular Networks
• Control energy scaling in temporal networks
• DUEF-GA: Data Utility and Privacy Evaluation Framework for Graph Anonymization
• Communities as Well Separated Subgraphs With Cohesive Cores: Identification of Core-Periphery Structures in Link Communities
• Higher-Order Spectral Clustering under Superimposed Stochastic Block Model
• Computing Betweenness Centrality in Link Streams
• Spectra, hitting times, and resistance distances of $q$-subdivision graphs
• A network-specific approach to percolation in networks with bidirectional links
• An Empirical Comparison of the Summarization Power of Graph Clustering Methods
• Generalized network community detection
• Katz Centrality of Markovian Temporal Networks: Analysis and Optimization
• Bayan Algorithm: Detecting Communities in Networks Through Exact and Approximate Optimization of Modularity
• Hierarchical Message-Passing Graph Neural Networks
• Analyzing Community-aware Centrality Measures Using The Linear Threshold Model
• Synergistic Graph Fusion via Encoder Embedding
• Evolutionary Algorithm for Graph Anonymization
• Multi-layer network approach in modeling epidemics in an urban town
• Generalized Markov stability of network communities
• Certified Robustness of Community Detection against Adversarial Structural Perturbation via Randomized Smoothing
• Topological Feature Based Classification
• Dual communities in spatial networks
• Position-Aware Subgraph Neural Networks with Data-Efficient Learning
• Decoding communities in networks
• GANC: Greedy Agglomerative Normalized Cut
• Structural and Dynamical Mechanisms of a Naturally Occurring Variant of the Human Prion Protein in Preventing Prion Conversion
• Community detection in sparse time-evolving graphs with a dynamical Bethe-Hessian
• Fast Community Identification by Hierarchical Growth
• Detecting Localized Categorical Attributes on Graphs
• Clash of the Trackers: Measuring the Evolution of the Online Tracking Ecosystem
• Detecting cyber threats through social network analysis: short survey
• Centralities in complex networks
• On the reliable and efficient numerical integration of the Kuramoto model and related dynamical systems on graphs
• Discovering Nested Communities
• Iterative embedding and reweighting of complex networks reveals community structure
• On metastable configurations of small-world networks
• Defining and Evaluating Network Communities based on Ground-truth
• Self-falsifiable Hierarchical Detection of Overlapping Communities On Social Networks
• Algorithms and Heuristics for Scalable Betweenness Centrality Computation on Multi-GPU Systems
• Forman-Ricci curvature and Persistent homology of unweighted complex networks
• Detectability thresholds of general modular graphs
• Advances in Scaling Community Discovery Methods for Signed Graph Networks
• Latency Reduction in Vehicular Sensing Applications by Dynamic 5G User Plane Function Allocation with Session Continuity
• Computing Lens for Exploring the Historical People's Social Network
• Community structure in real-world networks from a non-parametrical synchronization-based dynamical approach
• Community Structure in the United States House of Representatives
• Graph Theory and Networks in Biology
• Mathematical Programming Formulations for the Collapsed k-Core Problem
• From fuzzy information to community detection: an approach to social networks analysis with soft information
• From sand to networks: a study of multi-disciplinarity
• Topic-aware latent models for representation learning on networks
• Vertex Decomposition of Steiner Wiener Index and Steiner Betweenness Centrality
• Adolescent relational behaviour and the obesity pandemic: A descriptive study applying social network analysis and machine learning techniques
• The Community Structure of Econophysicist Collaboration Networks
• Frequency Synchronization Induced by Frequency Detuning
• Diffusion-Aware Sampling and Estimation in Information Diffusion Networks
• Assessing Network Representations for Identifying Interdisciplinarity
• Real-Space Visualization of Quantum Phase Transition by Network Topology
• Community detection in weighted brain connectivity networks beyond the resolution limit
• Eigenvector dynamics under perturbation of modular networks
• Leveraging Google's Publisher-specific IDs to Detect Website Administration
• Opinion dynamics on a group structured adaptive network
• A perturbation-based approach to identifying potentially superfluous network constituents
• Discord in the voter model for complex networks
• Search for overlapped communities by parallel genetic algorithms
• Spectral clustering via adaptive layer aggregation for multi-layer networks
• Nodal domain partition and the number of communities in networks
• A shadowing problem in the detection of overlapping communities: lifting the resolution limit through a cascading procedure
• Sparse Randomized Shortest Paths Routing with Tsallis Divergence Regularization
• pyBiblioNet: a Python library for a comprehensive network-based bibliometric analysis
• Rotated multifractal network generator
• Performance of attack strategies on modular networks
• Minimax Rates in Network Analysis: Graphon Estimation, Community Detection and Hypothesis Testing
• Metric Learning on Manifolds
• CaEGCN: Cross-Attention Fusion based Enhanced Graph Convolutional Network for Clustering
• Node-Context Network Clustering using PARAFAC Tensor Decomposition
• On Comparing and Enhancing Common Approaches to Network Community Detection
• Generative models for local network community detection
• Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware
• Immunization for complex network based on the effective degree of vertex
• An Introduction to Community Detection in Multi-layered Social Network
• Extending modularity by capturing the similarity attraction feature in the null model
• Group formation on a small-world: experiment and modelling
• Evading Community Detection via Counterfactual Neighborhood Search
• Term-community-based topic detection with variable resolution
• Importance of initial conditions in the polarization of complex networks
• Benchmarking community detection methods on social media data
• Detecting Blackholes and Volcanoes in Directed Networks
• A network model of conviction-driven social segregation
• Graph Neural Network Encoding for Community Detection in Attribute Networks
• Overlapping Communities in Social Networks
• Community Detection on Networks with Ricci Flow
• Obtaining Communities with a Fitness Growth Process
• Group fairness without demographics using social networks
• Commonsense Reasoning and Large Network Analysis: A Computational Study of ConceptNet 4
• Periodicity in Movement Patterns Shapes Epidemic Risk in Urban Environments
• Modular Networks for Validating Community Detection Algorithms
• Subnetwork Constraints for Tighter Upper Bounds and Exact Solution of the Clique Partitioning Problem
• A Memetic Algorithm for the Minimum Conductance Graph Partitioning Problem
• Identifying bias in cluster quality metrics
• Some remarks on modularity density
• Detecting network communities via greedy expanding based on local superiority index
• Enhance the Efficiency of Heuristic Algorithm for Maximizing Modularity Q
• A Dynamic Mode Decomposition Approach for Decentralized Spectral Clustering of Graphs
• Message-Passing on Hypergraphs: Detectability, Phase Transitions and Higher-Order Information
• Network Community Detection on Metric Space
• Nonparametric Bayesian models of hierarchical structure in complex networks
• Communities recognition in the Chesapeake Bay ecosystem by dynamical clustering algorithms based on different oscillators systems
• Efficient Estimation for Random Dot Product Graphs via a One-step Procedure
• Emergence of heterogeneity and political organization in information exchange networks
• Significance of Side Information in the Graph Matching Problem
• Stochastic blockmodels for exchangeable collections of networks
• Stability of strategies in payoff-driven evolutionary games on networks
• Correlation Clustering with Noisy Partial Information
• The rules of multiplayer cooperation in networks of communities
• Finding Community Structure with Performance Guarantees in Complex Networks
• Community detection for directed networks revisited using bimodularity
• War pact model of shrinking networks
• Ontologies and tag-statistics
• Estimating the number of communities in weighted networks
• Identifying robust features of community structure in complex networks
• Exploring triad-rich substructures by graph-theoretic characterizations in complex networks
• Interplay between Topology and Edge Weights in Real-World Graphs: Concepts, Patterns, and an Algorithm
• Automatic discovery of cell types and microcircuitry from neural connectomics
• Quasi-symmetries in complex networks: a dynamical model approach
• Enabling Social Applications via Decentralized Social Data Management
• Core-periphery Detection Based on Masked Bayesian Non-negative Matrix Factorization
• Community Structure Characterization
• An Estimation of the Shortest and Largest Average Path Length in Graphs of Given Density
• Weighted network estimation by the use of topological graph metrics
• Phase diagram and metastability of the Ising model on two coupled networks
• Community Evolution
• On the Stability of Community Detection Algorithms on Longitudinal Citation Data
• Antifragility of stochastic transport on networks with damage
• Evaluating the effect of topic consideration in identifying communities of rating-based social networks
• Patterns of Ship-borne Species Spread: A Clustering Approach for Risk Assessment and Management of Non-indigenous Species Spread
• Random clique covers for graphs with local density and global sparsity
• Network Backbone Discovery Using Edge Clustering
• The Impact of Imperfect Information on Network Attack
• The Waiting-Time Distribution for Network Partitions in Cascading Failures in Power Networks
• Compressive Network Analysis
• Vulnerable Connectivity Caused by Local Communities in Spatial Networks
• Common and Individual Structure of Brain Networks
• Encoder Embedding for General Graph and Node Classification
• Structure and modeling of the network of two-Chinese-character compound words in the Japanese language
• Tipping the balances of a small world
• Clustering in networks with the collapsed Stochastic Block Model
• End-to-end Stroke imaging analysis, using reservoir computing-based effective connectivity, and interpretable Artificial intelligence
• Network Interventions: Applying Network Science for Pragmatic Action in Public Administration and Policy
• An Agent-Based Algorithm for Detecting Community Structure in Networks
• Modular structure in labour networks reveals skill basins
• Strong Consistency, Graph Laplacians, and the Stochastic Block Model
• Modeling Social Networks with Overlapping Communities Using Hypergraphs and Their Line Graphs
• The Role of Geographic Spreaders in Infectious Pattern Formation and Front Propagation Speeds
• An Annotated Graph Model with Differential Degree Heterogeneity for Directed Networks
• Making Sense of the Evolution of a Scientific Domain: A Visual Analytic Study of the Sloan Digital Sky Survey Research
• Optimization of robustness based on reinforced nodes in a modular network
• Community Detection Using Revised Medoid-Shift Based on KNN
• Intransitiveness in the Penney Game and in Random Walks on rings, networks, communities and cities
• Provable Estimation of the Number of Blocks in Block Models
• Active Community Detection in Massive Graphs
• Role-based Label Propagation Algorithm for Community Detection
• Engineering Structural Robustness in Power Grid Networks Susceptible to Coherent Swing Instability
• Hypothesis Testing for Equality of Latent Positions in Random Graphs
• Emergent organization in a model market
• A Method Based on Total Variation for Network Modularity Optimization using the MBO Scheme
• TNE: A Latent Model for Representation Learning on Networks
• Graph clustering with Boltzmann machines
• The evolution of cooperation in the public goods game on the scale-free community networks under multiple strategy updating rules
• Community Detection in networks by Dynamical Optimal Transport Formulation
• Transition from the self-organized to the driven dynamical clusters
• Cliques in complex networks reveal link formation and community evolution
• Stochastic Agent-Based Simulations of Social Networks
• Distributed-Memory Parallel Algorithms for Counting and Listing Triangles in Big Graphs
• Link power coordination for energy conservation in complex communication networks
• CommPOOL: An Interpretable Graph Pooling Framework for Hierarchical Graph Representation Learning
• Disagreement and fragmentation in growing groups
• Uncovering migration systems through spatio-temporal tensor co-clustering
• Detecting Statistically Significant Communities
• Spectral properties of the hierarchical product of graphs
• Network analysis of verbal communications in the novel The Master and Margarita by M.A.Bulgakov
• Comparison and Benchmark of Graph Clustering Algorithms
• Hierarchy, Fractality, Small-World and Resilience of Haversian Bone Structure: A Complex Network Study
• Incorporating uncertainty into the study of animal social networks
• Generating Hierarchically Modular Networks via Link Switching
• Network growth approach to macroevolution
• Inhomogeneous substructures hidden in random networks
• On the Detection of High-Impact Refactoring Opportunities in Programs
• When group level is different from the population level: an adaptive network with the Deffuant model
• How to Measure Significance of Community Structure in Complex Networks
• Shaping Communities out of Triangles
• Community-detection cellular automata with local and long-range connectivity
• A Semantic-Based Approach for Detecting and Decomposing God Classes
• Dynamical Properties of Interaction Data
• Towards effective visual analytics on multiplex and multilayer networks
• Extraction of Multi-layered Social Networks from Activity Data
• Growth of International Cooperation in Science: Revisiting Six Case Studies
• Random walk in degree space and the time-dependent Watts-Strogatz model
• Topological aspects of the multi-language phases of the Naming Game on community-based networks
• Excisive Hierarchical Clustering Methods for Network Data
• DANI: A Fast Diffusion Aware Network Inference Algorithm
• Angular separability of data clusters or network communities in geometrical space and its relevance to hyperbolic embedding
• Optimal Bayesian Estimation for Random Dot Product Graphs
• Efficient Personalized Community Detection via Genetic Evolution
• Resolution limit revisited: community detection using generalized modularity density
• Optimal Non-Convex Exact Recovery in Stochastic Block Model via Projected Power Method
• A network community detection method with integration of data from multiple layers and node attributes
• Graph Theoretical Analysis of local ultraluminous infrared galaxies and quasars
• A Local Perspective-based Model for Overlapping Community Detection
• Finding Influential Cores via Normalized Ricci Flows in Directed and Undirected Hypergraphs with Applications
• Less is More: Simple yet Effective Heuristic Community Detection with Graph Convolution Network
• Fault Detection and Identification Using a Novel Process Decomposition Algorithm for Distributed Process Monitoring
• Connectivity and Community Structure of Online and Register-based Social Networks
• Community detection in bipartite signed networks is highly dependent on parameter choice
• Quantum walk on simplicial complexes for simplicial community detection
• SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection
• NISQ-ready community detection based on separation-node identification
• Partial synchronization and community switching in phase-oscillator networks and its analysis based on a bidirectional, weighted chain of three oscillators
• Multi-Frequency Joint Community Detection and Phase Synchronization
• Structural importance and evolution: an application to financial transaction networks
• Community detection by resistance distance: automation and benchmark testing
• Measuring Proximity in Attributed Networks for Community Detection
• Grass-roots optimization of coupled oscillator networks
• The Atlas for the Aspiring Network Scientist
• Detectability of hierarchical communities in networks
• Minimum entropy stochastic block models neglect edge distribution heterogeneity
• Syntonets: Toward A Harmony-Inspired General Model of Complex Networks
• Detecting a planted community in an inhomogeneous random graph
• Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better
• Modular decomposition of Markov chain: detecting hierarchical organization of pervasive communities
• Multilayer Modularity Belief Propagation To Assess Detectability Of Community Structure
• Intertemporal Community Detection in Human Mobility Networks
• Simultaneous Dimensionality and Complexity Model Selection for Spectral Graph Clustering
• Geometric constraints in protein folding
• Complex Networks in the Framework of Nonassociative Geometry
• Community detection analysis in wind speed-monitoring systems using mutual information-based complex network
• Optimal timescale for community detection in growing networks
• Machine Learning Analysis of Complex Networks in Hyperspherical Space
• Evaluating the role of risk networks on risk identification, classification and emergence
• Dynamic structure of stock communities: A comparative study between stock returns and turnover rates
• Effectiveness of Rapid Rail Transit System in Beijing
• Bayesian Overlapping Community Detection in Dynamic Networks
• A pathway-based network analysis of hypertension-related genes
• Maximum Likelihood Latent Space Embedding of Logistic Random Dot Product Graphs
• Comprehensive spectral approach for community structure analysis on complex networks
• Categorization Axioms for Clustering Results
• Considerations about multistep community detection
• Scalable Online Betweenness Centrality in Evolving Graphs
• A new hierarchical clustering algorithm to identify non-overlapping like-minded communities
• Social Network Dynamics in a Massive Online Game: Network Turnover, Non-densification, and Team Engagement in Halo Reach
• Stochastic fluctuations and the detectability limit of network communities
• Intrinsically Dynamic Network Communities
• Fluctuation-induced traffic congestion in heterogeneous networks
• Solution space heterogeneity of the random K-satisfiability problem: Theory and simulations
• Dynamics of Three Agent Games
• Probing Black Hole Microstate Evolution with Networks and Random Walks
• Dual regularized Laplacian spectral clustering methods on community detection
• Confidence sets in a sparse stochastic block model with two communities of unknown sizes
• Online survey for collective clustering of computer generated architectural floor plans
• Global and partitioned reconstructions of undirected complex networks
• Edge based stochastic block model statistical inference
• Using social network graph analysis for interest detection
• Range-based attacks on links in random scale-free networks
• Systematic comparison of graph embedding methods in practical tasks
• Ranking of Communities in Multiplex Spatiotemporal Models of Brain Dynamics
• Estimating Network Parameters for Selecting Community Detection Algorithms
• Structural instability of large-scale functional networks
• Hidden Community Detection in Social Networks
• Combinations of Affinity Functions for Different Community Detection Algorithms in Social Networks
• Disagreement and Polarization in Two-Party Social Networks
• Diffusion dynamics and synchronizability of hierarchical products of networks
• A new edge betweenness measure using a game theoretical approach: an application to hierarchical community detection
• From reductionism to realism: Holistic mathematical modelling for complex biological systems
• Embedding Graphs under Centrality Constraints for Network Visualization
• An Efficient Quadratic Penalty Method for a Class of Graph Clustering Problems
• Random walk based snapshot clustering for detecting community dynamics in temporal networks
• Quantifying the role of supernatural entities and the effect of missing data in Irish sagas
• Fast and Scalable Multi-Kernel Encoder Classifier
• YASCA: A collective intelligence approach for community detection in complex networks
• Hierarchical clustering of bipartite data sets based on the statistical significance of coincidences
• Side Information in the Binary Stochastic Block Model: Exact Recovery
• Refined Graph Encoder Embedding via Self-Training and Latent Community Recovery
• Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering
• Ensemble-Based Discovery of Disjoint, Overlapping and Fuzzy Community Structures in Networks
• Exact and Approximate Algorithms for Computing Betweenness Centrality in Directed Graphs
• Tensor networks for $p$-spin models
• Topic-aware Most Influential Community Search in Social Networks
• Trusses and Trapezes: Easily-Interpreted Communities in Social Networks
• Quantum magnetism on small-world networks
• Temporal Analysis of Drifting Hashtags in Textual Data Streams: A Graph-Based Application
• Linear-time Hierarchical Community Detection
• Finding compact communities in large graphs
• Boosting Students' Performance With The Aid Of Social Network Analysis
• Stability of Maximum likelihood based clustering methods: exploring the backbone of classifications (Who is keeping you in that community?)
• Detect opinion-based groups and reveal polarisation in survey data
• Cost and Capacity of Signaling in the Escherichia coli Protein Reaction Network
• Learning Optimal Graph Filters for Clustering of Attributed Graphs
• On Finding the Community with Maximum Persistence Probability
• Co-Membership-based Generic Anomalous Communities Detection
• Sequential locality of graphs and its hypothesis testing
• Fast community structure local uncovering by independent vertex-centred process
• Sandpile cascades on interacting tree-like networks
• Simultaneous prediction and community detection for networks with application to neuroimaging
• Computational Methods in Professional Communication
• How opinion dynamics generates group hierarchies
• Clusters from higher order correlations
• Community Detection Using Slow Mixing Markov Models
• Steering Macro-Scale Network Community Structure by Micro-Scale Features
• Decompositions of Triangle-Dense Graphs
• Community Detection for Power Systems Network Aggregation Considering Renewable Variability
• Maximizing Entropy Yields Spatial Scaling in Social Networks
• Critical scaling limits of the random intersection graph
• Characters and patterns of communities in networks
• Content Distribution Strategies in Opportunistic Networks
• Smoothness Sensor: Adaptive Smoothness-Transition Graph Convolutions for Attributed Graph Clustering
• GCN for HIN via Implicit Utilization of Attention and Meta-paths
• Latent Geometry Inspired Graph Dissimilarities Enhance Affinity Propagation Community Detection in Complex Networks
• Herding Positive, Complex Networks
• A fast multilevel algorithm for graph clustering and community detection
• Block Model Guided Unsupervised Feature Selection
• Analytic Solution to Clustering Coefficients on Weighted Networks
• Theory of Interface: Category Theory, Directed Networks and Evolution of Biological Networks
• Null models for multi-optimized large-scale network structures
• Metrics for Community Analysis: A Survey
• Community Detection Clustering via Gumbel Softmax
• Hitting times and resistance distances of $q$-triangulation graphs: Accurate results and applications
• Understanding complexity via network theory: a gentle introduction
• Why lockdown : On the spread of SARS-CoV-2 in India, a network approach
• A Systematic Survey on Multi-relational Community Detection
• A survey on modelling of infectious disease spread and control on social contact networks
• A multilevel clustering technique for community detection
• Clustering of tag-induced sub-graphs in complex networks
• Expansion and Search in Networks
• A Social Network Analysis of Articles on Social Network Analysis
• Limits of Friendship Networks in Predicting Epidemic Risk
• Transforming complex network to the acyclic one
• Graph Clustering with Density-Cut
• Testing Changes in Communities for the Stochastic Block Model
• Modelling Diffuse Subcellular Protein Structures as Dynamic Social Networks
• Hate: no choice. Agent simulations
• Discovering the Network Backbone from Traffic Activity Data
• Nearest Neighbor search in Complex Network for Community Detection
• Asymptotic Analysis of Multiscale Markov Chain
• A graph theoretic approach for modelling wildlife corridors
• Modeling Information Diffusion in Social Networks
• Leveraging Evolution Dynamics to Generate Benchmark Complex Networks with Community Structures
• Identifying Influential Links for Event Propagation on Twitter: A Network of Networks Approach
• Uncovering hidden flows in physical networks
• Monte Carlo goodness-of-fit tests for degree corrected and related stochastic blockmodels
• Metropolis-Hastings Algorithms for Estimating Betweenness Centrality in Large Networks
• The way to uncover community structure with core and diversity
• Model-Based Clustering of Nonparametric Weighted Networks with Application to Water Pollution Analysis
• Impact of local information in growing networks
• Mining for Spatially-Near Communities in Geo-Located Social Networks
• Measuring the Degree of Modularity from Gene Expression Noise in Gene Regulatory Circuits
• Network community detection via iterative edge removal in a flocking-like system
• Extended Affinity Propagation: Global Discovery and Local Insights
• Indirect Influences, Links Ranking, and Deconstruction of Networks
• Thermodynamics of the Minimum Description Length on Community Detection
• Learning an Integrated Distance Metric for Comparing Structure of Complex Networks
• From clusters to queries: exploiting uncertainty in the modularity landscape of complex networks
• Making root cause analysis feasible for large code bases: a solution approach for a climate model
• Copula Mixed-Membership Stochastic Blockmodel for Intra-Subgroup Correlations
• Semi-Supervised Overlapping Community Finding based on Label Propagation with Pairwise Constraints
• Detecting hierarchical and overlapping network communities using locally optimal modularity changes
• An almost-solvable model of complex network dynamics
• Private Hierarchical Clustering and Efficient Approximation
• Predicting kills in Game of Thrones using network properties
• A Cognition-Affect Integrated Model of Emotion
• SimBins: An information-theoretic approach to link prediction in real multiplex networks
• Social Network Analysis of Corruption Structures: Adjacency Matrices Supporting the Visualization and Quantification of Layeredness
• Agent-based model for tumour-analysis using Python+Mesa
• Uniqueness of communities in regular stochastic block models
• Tree Index: A New Cluster Evaluation Technique
• Limiting the Neighborhood: De-Small-World Network for Outbreak Prevention
• Non-Convex Exact Community Recovery in Stochastic Block Model
• Topic-based Community Search over Spatial-Social Networks (Technical Report)
• Overlapping community detection in networks via sparse spectral decomposition
• Optimising SARS-CoV-2 pooled testing strategies on social networks for low-resource settings
• Community Structure Recovery and Interaction Probability Estimation for Gossip Opinion Dynamics
• Graphery: Interactive Tutorials for Biological Network Algorithms
• Community Detection in Weighted Multilayer Networks with Ambient Noise
• Testing for the Network Small-World Property
• On role extraction for digraphs via neighbourhood pattern similarity
• Finding community structure using the ordered random graph model
• Inferring Local Structure from Pairwise Correlations
• Extending adjacency matrices to 3D with triangles
• Graph model for multiple scattering in lithium niobate on insulator integrated photonic networks
• When Does Bottom-up Beat Top-down in Hierarchical Community Detection?
• Inference and Visualization of Community Structure in Attributed Hypergraphs Using Mixed-Membership Stochastic Block Models
• A generative model for community types in directed networks
• A modified Ricci flow on arbitrary weighted graph
• Sentiment-Driven Community Detection in a Network of Perfume Preferences
• Scalable Community Detection Using Quantum Hamiltonian Descent and QUBO Formulation
• Improving community detection via community association strength scores
• The Impact of Social Attractiveness on Casual Group Formation: Power-Law Group Sizes and Suppressed Percolation
• Task complexity shapes internal representations and robustness in neural networks
• From Leiden to Pleasure Island: The Constant Potts Model for Community Detection as a Hedonic Game
• Community detection robustness of graph neural networks
• How Cohesive Are Community Search Results on Online Social Networks?: An Experimental Evaluation
• Distributed Pseudo-Likelihood Method for Community Detection in Large-Scale Networks
• The Census-Stub Graph Invariant Descriptor
• From communities to interpretable network and word embedding: an unified approach
• Methodology for Identifying Social Groups within a Transactional Graph
• Model Identification of a Network as Compressing Sensing
• Systematic assessment of the quality of fit of the stochastic block model for empirical networks
• Flux of information in scale-free networks
• Reinforced communication and social navigation: remember your friends and remember yourself
• Scalable Community Detection via Parallel Correlation Clustering
• Observement as Universal Measurement
• Knowledge Graphs Evolution and Preservation -- A Technical Report from ISWS 2019
• NetReAct: Interactive Learning for Network Summarization
• The Emerging Scholarly Brain
• The Automatic Quasi-clique Merger algorithm (AQCM)
• Evolutionary Multi Objective Optimization Algorithm for Community Detection in Complex Social Networks
• Community Structure aware Embedding of Nodes in a Network
• Fair treatment allocations in social networks
• Small world is not enough: Criteria for network choice and conclusiveness of simulations
• Edge corona product as an approach to modeling complex simplical networks
• Weighted Label Propagation Algorithm based on Local Edge Betweenness
• A Generative Model for Exploring Structure Regularities in Attributed Networks
• Mutual Clustering on Comparative Texts via Heterogeneous Information Networks
• Understanding Information Flow in Cascades Using Network Motifs
• The Enumeration of Vertex Induced Subgraphs with respect to the Number of Components
• Extended corona product as an exactly tractable model for weighted heterogeneous networks
• Recovery of Architecture Module Views using an Optimized Algorithm Based on Design Structure Matrices
• Fast and reliable inference algorithm for hierarchical stochastic block models
• Modularity of the metabolic gene network as a prognostic biomarker for hepatocellular carcinoma
• Hypergraph based Subnetwork Extraction using Fusion of Task and Rest Functional Connectivity
• Combining Random Walks and Nonparametric Bayesian Topic Model for Community Detection
• Trophic groups and modules: two levels of group detection in food webs
• Hybrid evolving clique-networks and their communicability
• Sampling node group structure of social and information networks
• Coalition Formation Algorithm of Prosumers in a Smart Grid Environment
• Clustering evolving data using kernel-based methods
• Extracting Hidden Groups and their Structure from Streaming Interaction Data
• Transforming Graph Representations for Statistical Relational Learning
• Stationary States of a Random Copying Mechanism over a Complex Networks
• LSBN: A Large-Scale Bayesian Structure Learning Framework for Model Averaging
• Une nouvelle mesure pour l'évaluation des méthodes de détection de communautés
• Leveraging Peer Centrality in the Design of Socially-Informed Peer-to-Peer Systems
• Modelling Multi-Trait Scale-free Networks by Optimization
• Modeling Risk Perception in Networks with Community Structure
• Commuter networks and community detection: a method for planning sub regional areas
• The Scaling laws of Spatial Structure in Social Networks
• On the Topology Maintenance of Dynamic P2P Overlays through Self-Healing Local Interactions
• Understanding VSIDS Branching Heuristics in Conflict-Driven Clause-Learning SAT Solvers
• Network inference and community detection, based on covariance matrices, correlations and test statistics from arbitrary distributions
• Efficient Detection of Communities with Significant Overlaps in Networks: Partial Community Merger Algorithm
• Bayesian Modeling of Random Walker for Community Detection in Networks
• SGPD Volume Maximization for Community Detection
• A hybrid multiscale coarse-grained method for dynamics on complex networks
• Blind Men and the Elephant: Detecting Evolving Groups In Social News
• A Preference Random Walk Algorithm for Link Prediction through Mutual Influence Nodes in Complex Networks
• Hierarchical Clustering using Randomly Selected Similarities
• Streaming Belief Propagation for Community Detection
• Understanding Vulnerability of Communities in Complex Networks
• Opportunities and challenges in partitioning the graph measure space of real-world networks
• On the Analysis of a Label Propagation Algorithm for Community Detection
• Local law and Tracy--Widom limit for sparse stochastic block models
• Curvature Graph Neural Network
• Synchronization Strategies for Multi-agent Networked Control Systems
• A Survey on Role-Oriented Network Embedding
• Random Matrix Analysis of Multiplex Networks
• Cultural fragmentation and innovation diffusion in a dynamic scenario
• Structure Amplification on Multi-layer Stochastic Block Models
• Data-driven Clustering in Ad-hoc Networks based on Community Detection
• Bootstrap percolation on the stochastic block model with k communities
• Visualizing Uncertainty in Probabilistic Graphs with Network Hypothetical Outcome Plots (NetHOPs)
• VisGraphNet: a complex network interpretation of convolutional neural features
• WikiCSSH: Extracting and Evaluating Computer Science Subject Headings from Wikipedia
• Approximate Conditional Sampling for Pattern Detection in Weighted Networks
• Do female physics students benefit from informal physics programs they facilitate?
• CIIA:A New Algorithm for Community Detection
• Community Structure in Interaction Web Service Networks
• Mixed-SCORE+ for mixed membership community detection
• Analysis of Social Voting Patterns on Digg
• Graphs for deep learning representations
• Machine learning, phase stability, and disorder with the Automatic Flow Framework for Materials Discovery
• Binomial Tails for Community Analysis
• Navigation in non-uniform density social networks
• Learning differentially reorganizes brain activity and connectivity
• An Efficient homophilic model and Algorithms for Community Detection using Nash Dynamics
• Reinventing the Triangles: Rule of Thumb for Assessing Detectability
• Zombie Account Detection Based on Community Detection and Uneven Assignation PageRank
• A Threshold For Clusters in Real-World Random Networks
• Modular co-evolution of metabolic networks
• Multi-Scale Games: Representing and Solving Games on Networks with Group Structure
• Insider Threat Detection Through Attributed Graph Clustering
• A Network Based Approach to Characterize Twenty-First-Century Populism in Colombia
• Flow approaches to community detection in complex network systems
• Weighted Graph Nodes Clustering via Gumbel Softmax
• A novel method based on node correlation to evaluate the important nodes in complex networks
• GraphBreak: Tool for Network Community based Regulatory Medicine, Gene co-expression, Linkage Disequilibrium analysis, functional annotation and more
• Generalized individual-based epidemic model for vulnerability assessment of correlated scale-free complex networks
• Graph Community Detection from Coarse Measurements: Recovery Conditions for the Coarsened Weighted Stochastic Block Model
• In the mood: the dynamics of collective sentiments on Twitter
• Graph Metrics for Internet Robustness -- A Survey
• Graph Theory in Brain Networks
• Comparing Protein Interaction Networks via a Graph Match-and-Split Algorithm
• Detecting Communities in Heterogeneous Multi-Relational Networks:A Message Passing based Approach
• The attack tolerance of community structure in complex networks
• Compressive Sensing for cut improvement and local clustering
• Small-World File-Sharing Communities
• Same Stats, Different Graphs (Graph Statistics and Why We Need Graph Drawings)
• A Novel Clustering Approach Based on Group Quasi-Consensus of Unstable Dynamic Linear High-Order Multi-Agent Systems
• Detecting Antagonistic and Allied Communities on Social Media
• An Adaptive Networks Model to Simulate Consensus Formation Driven by Social Identity Recognition
• Group-In: Group Inference from Wireless Traces of Mobile Devices
• MRAttractor: Detecting Communities from Large-Scale Graphs
• Resilience in urban networked infrastructure: the case of Water Distribution Systems
• Overlapping Communities Detection via Measure Space Embedding
• Improving Data Forwarding in Mobile Social Networks with Infrastructure Support: A Space-Crossing Community Approach
• Team dynamics during the delivery of a large-scale, engineered system
• Observability of Nonlinear Complex Networks in the Presence of Symmetries: A Graphical Approach
• In Response to COVID-19: Configuration Model of the Epidemic Spreading
• Inverse Graph Identification: Can We Identify Node Labels Given Graph Labels?
• A new nature inspired modularity function adapted for unsupervised learning involving spatially embedded networks: A comparative analysis
• LFGCN: Levitating over Graphs with Levy Flights
• Opinion Divergence Reveals the Hierarchical and Overlapping Community Structure in Networks
• Detección de comunidades en redes: Algoritmos y aplicaciones
• On the use of local structural properties for improving the efficiency of hierarchical community detection methods
• Community Detection by a Riemannian Projected Proximal Gradient Method
• Spectral Embedding of Graph Networks
• Analysis of Triplet Motifs in Biological Signed Oriented Graphs Suggests a Relationship Between Fine Topology and Function
• Evaluating community structure in large network with random walks
• Statistical Properties of Links of Network: A Survey on the Shipping Lines of Worldwide Marine Transport Network
• Segregation in Religion Networks
• ComPAS: Community Preserving Sampling for Streaming Graphs
• Aligning Statistical Dynamics Captures Biological Network Functioning
• A Game-Theoretic Algorithm for Link Prediction
• Identification of hybrid node and link communities in complex networks
• Controlling network dynamics
• Impact of the Interaction Network on the Dynamics of Word-of-Mouth with Information Seeking
• Predictive Modeling of Opinion and Connectivity Dynamics in Social Networks
• Network-based models for social recommender systems
• Interplay between Network Topology and Dynamics in Neural Systems
• Network Community Detection with A Successive Spectral Relaxation Method
• Semi-supervised learning in unbalanced and heterogeneous networks
• EXIT Analysis for Community Detection
• Group Evolution Discovery in Social Networks
• Impact of Random Failures and Attacks on Poisson and Power-Law Random Networks
• Uncovering Political Promotion in China: A Network Analysis of Patronage Relationship in Autocracy
• Error-Correcting Decoders for Communities in Networks
• Package equivalence in complex software network
• Network Medicine in the age of biomedical big data
• Extraction Urban Clusters from Geospatial Data: A Case Study from Switzerland
• Community Structure and Topical Differentiation in European RTD Collaborations
• A Reconstruction algorithm for an unknown network
• Correlation-Based Community Detection
• On the centroid of increasing trees
• Diffusion on dynamic contact networks with indirect transmission links
• The efficiency of community detection by most similar node pairs
• Spiking label propagation for community detection
• Spaceland Embedding of Sparse Stochastic Graphs
• The topological face of recommendation: models and application to bias detection
• Diffusing Your Mobile Apps: Extending In-Network Function Virtualization to Mobile Function Offloading
• Role of Toll-Like Receptors in the interplay between pathogen and damage associated molecular patterns
• The impact of partially missing communities~on the reliability of centrality measures
• The Ties that Bind Networks: Weak Ties Facilitate the Emergence of Collective Memories
• Analysis of Social Group Dynamics
• A New Benchmark For Evaluation Of Graph-Theoretic Algorithms
• Random Walker Ranking for NCAA Division I-A Football
• Local Core Members Aided Community Structure Detection
• Intelligent data analysis based on the complex network theory methods: a case study
• The Cultural Evolution of National Constitutions
• Multiplex Structures: Patterns of Complexity in Real-World Networks
• Learning Hidden Structures with Relational Models by Adequately Involving Rich Information in A Network
• Lethality and synthetic lethality in the genome-wide metabolic network of Escherichia coli
• Unified Statistical Theory of Spectral Graph Analysis
• A Novel Weighted Distance Measure for Multi-Attributed Graph
• A Probabilistic Ant-based Heuristic for the Longest Simple Cycle Problem in Complex Networks
• An optimization approach to locally-biased graph algorithms
• A Mixed-Membership Model for Social Network Clustering
• On Varying Topology of Complex Networks and Performance Limitations of Community Detection Algorithms
• Asymmetric Peer Influence in Smartphone Adoption in a Large Mobile Network
• Identifying Community Structures in Dynamic Networks
• Portable Ontological Expressions in NoSQL Queries
• ComReg: A Complex Network Approach to Prioritize Test Cases for Regression Testing
• Bio-inspired Methods for Dynamic Network Analysis in Science Mapping
• Use of Dirichlet Distributions and Orthogonal Projection Techniques for the Fluctuation Analysis of Steady-State Multivariate Birth-Death Systems
• Ground state energy of $q$-state Potts model: the minimum modularity
• Scale- free networks in cell biology
• A two-layer team-assembly model for invention networks
• Deviance Matrix Factorization
• Differential Effect of Delays and Network Topology on Temporal Pattern Formation
• Cascading failures in anisotropic interdependent networks of spatial modular structures
• Mining Attribute-structure Correlated Patterns in Large Attributed Graphs
• Scale-Invariant Strength Assortativity of Streaming Butterflies
• Italian Twitter semantic network during the Covid-19 epidemic
• Sketching sparse low-rank matrices with near-optimal sample- and time-complexity using message passing
• Optimal control of complex networks with conformity behavior
• Modeling Node Exposure for Community Detection in Networks
• Modelling the Self-similarity in Complex Networks Based on Coulomb's Law
• An Empirical Study of Compression-friendly Community Detection Methods
• Overlapping community detection in weighted networks
• Localized geometry detection in scale-free random graphs
• Model Selection in Overlapping Stochastic Block Models
• A mean-field analysis of community structure in social and kin networks
• Common Connectome Constraints: From C. elegans and Drosophila to Homo sapiens
• Competitive Dynamics on Complex Networks
• Strategic forecasting of internet of things technologies through patent social network and innovation cluster analysis
• Emergence of Nestedness in the Public Internet Peering Ecosystem
• Self-Healing Protocols for Connectivity Maintenance in Unstructured Overlays
• Centrality of shortest paths: Algorithms and complexity results
• Uncertainty quantification and testing in a stochastic block model with two unequal communities
• Finding New Order in Biological Functions from the Network Structure of Gene Annotations
• Consistency of regularized spectral clustering in degree-corrected mixed membership model
• Controlling nosocomial infection based on structure of hospital social networks
• Transfer and routing of Gaussian states through quantum complex networks with and without community structure
• BCI learning induces core-periphery reorganization in M/EEG multiplex brain networks
• Subgraph Signal Processing
• Assortativity in Generalized Preferential Attachment Models
• LoCEC: Local Community-based Edge Classification in Large Online Social Networks
• Mapping Inter-City Trade Networks to Maximum Entropy Models using Electronic Invoice Data
• Cooperation Networks: Endogeneity and Complexity
• Towards Quantifying Vertex Similarity in Networks
• Ranking the spreading influence of nodes in complex networks based on mixing degree centrality and local structure
• Effects of missing data in social networks
• Community Detection from Location-Tagged Networks
• Novel Edge and Density Metrics for Link Cohesion
• Non-backtracking walks reveal compartments in sparse chromatin interaction networks
• Large Graph Models: A Review
• Block-corrected Modularity for Community Detection
• Sparse Nonnegative Matrix Factorization for Multiple Local Community Detection
• BAR-Analytics: A Web-based Platform for Analyzing Information Spreading Barriers in News: Comparative Analysis Across Multiple Barriers and Events
• A Unified Framework for Community Detection and Model Selection in Blockmodels
• A High-Performance Evolutionary Multiobjective Community Detection Algorithm
• A linear k-fold Cheeger inequality
• Subspace-based Identification Algorithm for Characterizing Causal Networks in Resting Brain
• Using Spectral Radius Ratio for Node Degree to Analyze the Evolution of Scale Free Networks and Small World Networks
• Application of discrete Ricci curvature in pruning randomly wired neural networks: A case study with chest x-ray classification of COVID-19
• Divisive-agglomerative algorithm and complexity of automatic classification problems
• The Impact of Network Flows on Community Formation in Models of Opinion Dynamics
• Friendship-paradox paradox: Do most people's friends really have more friends than they do?
• Overcoming Tight Constraints in Soft Happy Colouring
• Irregular Metamaterial Networks
• Payment-failure times for random Lightning paths
• Toward Efficient Testing of Graph Neural Networks via Test Input Prioritization
• Do Boxes Affect Exploration Behavior and Performance in Group-in-a-box Layouts?
• LLMs Between the Nodes: Community Discovery Beyond Vectors
• Identification of Community Structures in Networks Employing a Modified Divisive Algorithm
• Expertise localization discovered through correlation of key term distribution and community detection in co-author networks
• A framework for community detection in heterogeneous multi-relational networks
• Communities and Hierarchical Structures in Dynamic Social Networks: Analysis and Visualization
• An efficient high-quality hierarchical clustering algorithm for automatic inference of software architecture from the source code of a software system
• Graph Size-imbalanced Learning with Energy-guided Structural Smoothing
• A Local Approach for Identifying Clusters in Networks
• Hidden Community Detection on Two-layer Stochastic Models: a Theoretical Perspective