Finding and evaluating community structure in networks

Abstract

We propose and study a set of algorithms for discovering community structure in networks -- natural divisions of network nodes into densely connected subgroups. Our algorithms all share two definitive features: first, they involve iterative removal of edges from the network to split it into communities, the edges removed being identified using one of a number of possible "betweenness" measures, and second, these measures are, crucially, recalculated after each removal. We also propose a measure for the strength of the community structure found by our algorithms, which gives us an objective metric for choosing the number of communities into which a network should be divided. We demonstrate that our algorithms are highly effective at discovering community structure in both computer-generated and real-world network data, and show how they can be used to shed light on the sometimes dauntingly complex structure of networked systems.

arXiv comment16 pages, 13 figures

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• Modularity functions maximization with nonnegative relaxation facilitates community detection in networks
• Overlapping Community Discovery Methods: A Survey
• Genetic Algorithm with a Local Search Strategy for Discovering Communities in Complex Networks
• Genetic Algorithm with Ensemble Learning for Detecting Community Structure in Complex Networks
• A Mathematical Theory for Clustering in Metric Spaces
• Intellectual and social similarity among scholarly journals: an exploratory comparison of the networks of editors, authors and co-citations
• Faulting of rocks at three-dimensional stress field by micro-anticracks
• Two Decades of Network Science as seen through the co-authorship network of network scientists
• A network-based threshold model for the spreading of fads in society and markets
• Vertex nomination schemes for membership prediction
• Analysis of stability of community structure across multiple hierarchical levels
• Parallel Index-Based Structural Graph Clustering and Its Approximation
• Synwalk -- Community Detection via Random Walk Modelling
• The inherent community structure of hyperbolic networks
• Revealing and exploiting hierarchical material structure through complex atomic networks
• Information dynamics algorithm for detecting communities in networks
• Complex Systems Science: Dreams of Universality, Reality of Interdisciplinarity
• A divisive spectral method for network community detection
• Spreading paths in partially observed social networks
• Community core detection in transportation networks
• Extension of Modularity Density for Overlapping Community Structure
• Structure of Heterogeneous Networks
• Exponential random graph models for networks with community structure
• Multilayer patent citation networks: A comprehensive analytical framework for studying explicit technological relationships
• Versatility of nodal affiliation to communities
• Community detection in directed acyclic graphs
• eBay users form stable groups of common interest
• Meta-validation of bipartite network projections
• Map Equation Centrality: Community-aware Centrality based on the Map Equation
• DMCS : Density Modularity based Community Search
• Community detection and Social Network analysis based on the Italian wars of the 15th century
• The Dynamics of Vehicular Networks in Urban Environments
• OrgMining 2.0: A Novel Framework for Organizational Model Mining from Event Logs
• Is academia becoming more localised? The growth of regional knowledge networks within international research collaboration
• Community detection in bipartite networks using weighted symmetric binary matrix factorization
• Community Detection in Networks using Graph Distance
• Detecting modules in dense weighted networks with the Potts method
• On the evaluation potential of quality functions in community detection for different contexts
• Overlapping Community Detection in Bipartite Networks
• Beyond the average: Detecting global singular nodes from local features in complex networks
• Discontinuous transition to loop formation in optimal supply networks
• A Unified Method of Detecting Core-Periphery Structure and Community Structure in Networks
• Information content: assessing meso-scale structures in complex networks
• Flow stability for dynamic community detection
• Comparative Study for Inference of Hidden Classes in Stochastic Block Models
• Achieving Exact Cluster Recovery Threshold via Semidefinite Programming
• Mixing patterns and individual differences in networks
• Synchronization over $Z_2$ and community detection in multiplex signed networks with constraints
• LabelRank: A Stabilized Label Propagation Algorithm for Community Detection in Networks
• The Network of Epicenters of the Olami-Feder-Christensen Model of Earthquakes
• Similarity of Neural Network Models: A Survey of Functional and Representational Measures
• Community Detection in Dynamic Networks via Adaptive Label Propagation
• Modular networks with hierarchical organization: The dynamical implications of complex structure
• Modular synchronization in complex networks with a gauge Kuramoto model
• Surveying the side-chain network approach to protein structure and dynamics: The SARS-CoV-2 spike protein as an illustrative case
• Empirical studies on the network of social groups: the case of Tencent QQ
• Identifying overlapping communities in social networks using multi-scale local information expansion
• Group detection in complex networks: An algorithm and comparison of the state of the art
• Effective and Scalable Clustering on Massive Attributed Graphs
• Chain motifs: The tails and handles of complex networks
• An Enhanced Multi-Objective Biogeography-Based Optimization for Overlapping Community Detection in Social Networks with Node Attributes
• Spectral Clustering for Multiple Sparse Networks: I
• Unveiling Relationships Between Crime and Property in England and Wales Via Density Scale-Adjusted Metrics and Network Tools
• Explicitly Linking Regional Activation and Function Connectivity: Community Structure of Weighted Networks with Continuous Annotation
• Resiliently evolving supply-demand networks
• SurpriseMe: an integrated tool for network community structure characterization using Surprise maximization
• Using shortest path to discover criminal community
• RobustECD: Enhancement of Network Structure for Robust Community Detection
• SEMgraph: An R Package for Causal Network Analysis of High-Throughput Data with Structural Equation Models
• Combinatorial approach to Modularity
• Exact results for the first-passage properties in a class of fractal networks
• Dynamical evolution of the community structure of complex earthquake network
• Walk modularity and community structure in networks
• A Resource-Free Evaluation Metric for Cross-Lingual Word Embeddings Based on Graph Modularity
• From Statistical Methods to Deep Learning, Automatic Keyphrase Prediction: A Survey
• Publishing Community-Preserving Attributed Social Graphs with a Differential Privacy Guarantee
• A novel metric for community detection
• Hierarchical organization of brain functional network during visual task
• Generalized Rich-Club Ordering in Networks
• The effects of degree correlations on network topologies and robustness
• Community detection in networks via nonlinear modularity eigenvectors
• Using bootstrap for statistical inference on random graphs
• Distributed flow optimization and cascading effects in weighted complex networks
• Exact Blind Community Detection from Signals on Multiple Graphs
• Optimization of transport protocols with path-length constraints in complex networks
• Mesoscopic analysis of networks: applications to exploratory analysis and data clustering
• Multiple abrupt phase transitions in urban transport congestion
• Enhancing community detection by local structural information
• Classical Information Theory of Networks
• Community structure in the World Trade Network based on communicability distances
• Network synchronization: Optimal and Pessimal Scale-Free Topologies
• Steiner Distance in Graphs--A Survey
• A New Methodology for Generalizing Unweighted Network Measures
• Simulated evolution of protein-protein interaction networks with realistic topology
• A Generic Sample Splitting Approach for Refined Community Recovery in Stochastic Block Models
• Alternative approach to community detection in networks
• Determining the Number of Communities in Degree-corrected Stochastic Block Models
• Acoustic-Friction Networks and the Evolution of Precursory Rupture Fronts in Laboratory Earthquakes
• Detecting Community Structure in Dynamic Social Networks Using the Concept of Leadership
• Gene communities in co-expression networks across different tissues
• A Generalized and Adaptive Method for Community Detection
• Mapping flows on sparse networks with missing links
• Modular structure in C. elegans neural network and its response to external localized stimuli
• Effect of size heterogeneity on community identification in complex networks
• Multiplex Communities and the Emergence of International Conflict
• Bow-Tie Structures of Twitter Discursive Communities
• Closed benchmarks for network community structure characterization
• On Accuracy of Community Structure Discovery Algorithms
• Distributed Resource Management in Systems of Systems: An Architecture Perspective
• Identifying multi-scale communities in networks by asymptotic surprise
• Deep Graphs - a general framework to represent and analyze heterogeneous complex systems across scales
• Core of communities in bipartite networks
• Impact of regularization on Spectral Clustering
• Ant Colony Optimization with a New Random Walk Model for Community Detection in Complex Networks
• Artificial Benchmark for Community Detection with Outliers (ABCD+o)
• Transport of multiple users in complex networks
• Revisiting Dynamic Graph Clustering via Matrix Factorization
• Consistency landscape of network communities
• Maximizing Barber's bipartite modularity is also hard
• Network properties of healthy and Alzheimer's brains
• Resilience of international oil trade networks under extreme event shock-recovery simulations
• Parallel Protein Community Detection in Large-scale PPI Networks Based on Multi-source Learning
• Slow poisoning and destruction of networks: Edge proximity and its implications for biological and infrastructure networks
• Discovering the hidden community structure of public transportation networks
• Spatial correlations in attribute communities
• Structure and function in flow networks
• Global Mapping of Gene/Protein Interactions in PubMed Abstracts: A Framework and an Experiment with P53 Interactions
• Multi-relation Graph Summarization
• Evolution of Coordination in Social Networks: A Numerical Study
• Revealing recurrent regimes of mid-latitude atmospheric variability using novel machine learning method
• Center-Periphery Structure in Communities: Extracellular Vesicles
• A genome wide dosage suppressor network reveals genetic robustness and a novel mechanism for Huntington's disease
• Community detection by spectral methods in multi-layer networks
• A similarity-based community detection method with multiple prototype representation
• Implicit Model Specialization through DAG-based Decentralized Federated Learning
• Discovering link communities in complex networks by exploiting link dynamics
• The effect of social interactions in the primary life cycle of motion pictures
• Tracing the Evolution of Physics on the Backbone of Citation Networks
• Conversational Networks for Automatic Online Moderation
• Multi-attribute community detection in International Trade Network
• vGraph: A Generative Model for Joint Community Detection and Node Representation Learning
• Physically-interpretable classification of biological network dynamics for complex collective motions
• Graph animals, subgraph sampling and motif search in large networks
• The climatic interdependence of extreme-rainfall events around the globe
• Seeding for pervasively overlapping communities
• A framework to generate hypergraphs with community structure
• Communication Communities in MOOCs
• Complex contagion features without social reinforcement in a model of social information flow
• Characterization of the community structure in a large-scale production network in Japan
• Fast Heuristic Algorithm for Multi-scale Hierarchical Community Detection
• Spectral methods and cluster structure in correlation-based networks
• Relational flexibility of network elements based on inconsistent community detection
• Ground truth? Concept-based communities versus the external classification of physics manuscripts
• Hierarchical clustering with discrete latent variable models and the integrated classification likelihood
• Variability of Contact Process in Complex Networks
• Using complex networks towards information retrieval and diagnostics in multidimensional imaging
• Community detection by label propagation with compression of flow
• Finding Community Structure Based on Subgraph Similarity
• Hierarchical core-periphery structure in networks
• A review of geometric, topological and graph theory apparatuses for the modeling and analysis of biomolecular data
• Multi-resolution community detection in massive networks
• Evolving network structure of academic institutions
• Communication and correlation among communities
• Fuzzy Overlapping Community Quality Metrics
• Detecting Communities in Tripartite Hypergraphs
• Parallel Generation of Massive Scale-Free Graphs
• Path-dependent connectivity, not modularity, consistently predicts controllability of structural brain networks
• Temporal visitation patterns of points of interest in cities on a planetary scale: a network science and machine learning approach
• Comparative analysis on the selection of number of clusters in community detection
• The specificity and robustness of long-distance connections in weighted, interareal connectomes
• Feedbacks from the metabolic network to the genetic network reveal regulatory modules in E. coli and B. subtilis
• Systems Applications of Social Networks
• The Multi-Scale Network Landscape of Collaboration
• Natural clustering: the modularity approach
• Non-parametric resampling of random walks for spectral network clustering
• Identifying the Community Roles of Social Capitalists in the Twitter Network
• Centrality Metric for Dynamic Networks
• Label propagation for clustering
• Watset: Local-Global Graph Clustering with Applications in Sense and Frame Induction
• Detection of core-periphery structure in networks by 3-tuple motifs
• A SUPER* Algorithm to Optimize Paper Bidding in Peer Review
• Revisiting the Bethe-Hessian: Improved Community Detection in Sparse Heterogeneous Graphs
• Variational Community Partition with Novel Network Structure Centrality Prior
• Finding overlapping communities in multiplex networks
• Finding mesoscopic communities in sparse networks
• How Social Rewiring Preferences Bridge Polarized Communities
• Learning protein-ligand unbinding pathways via single-parameter community detection
• Functional-Friction Networks: New Insights on the Laboratory Earthquakes
• Intermediacy of publications
• Asymptotic resolution bounds of generalized modularity and multi-scale community detection
• Local dynamical equivalence of certain food webs
• Egomunities, Exploring Socially Cohesive Person-based Communities
• Spectral Algorithms for Community Detection in Directed Networks
• A Survey of Signed Network Mining in Social Media
• An algebraic analysis of the graph modularity
• Geometric Multiscale Community Detection: Markov Stability and Vector Partitioning
• On node ranking in graphs
• Community detection based on first passage probabilities
• Correlations and Clustering in Wholesale Electricity Markets
• Growing hyperbolic networks beyond two dimensions: the generalised popularity-similarity optimisation model
• Community detection based on significance optimization in complex networks
• An Ant-Based Algorithm with Local Optimization for Community Detection in Large-Scale Networks
• The existence of Bogomolny decompositions for gauged baby Skyrme models
• A Bi-clustering Framework for Consensus Problems
• General Community Detection with Optimal Recovery Conditions for Multi-relational Sparse Networks with Dependent Layers
• Graph coarse-graining reveals differences in the module-level structure of functional brain networks
• Community Detection in Networks with Node Features
• A Study on Modularity Density Maximization: Column Generation Acceleration and Computational Complexity Analysis
• From Ecology to Finance (and Back?): Recent Advancements in the Analysis of Bipartite Networks
• Thermodynamic approach for community discovering within the complex networks: LiveJournal study
• Global disorder transition in the community structure of large-q Potts systems
• Semantic flow in language networks
• Substance graphs are optimal simple-graph representations of metabolism
• Partition of Networks into Basins of Attraction
• Flexible construction of hierarchical scale-free networks with general exponent
• Fast and unsupervised methods for multilingual cognate clustering
• Critical Cooperation Range to Improve Spatial Network Robustness
• Diffusion on hierarchical systems of weakly-coupled networks
• A universal assortativity measure for network analysis
• Regularized Stochastic Block Model for robust community detection in complex networks
• The stability to instability transition in the structure of large scale networks
• The blessing of transitivity in sparse and stochastic networks
• Finding overlapping communities in networks using evolutionary method
• Unfolding network communities by combining defensive and offensive label propagation
• Identifying Correlation Clusters in Many-Body Localized Systems
• Moving Past the Minimum Information Partition: How To Quickly and Accurately Calculate Integrated Information
• Inter-arrival times of message propagation on directed networks
• Information transfer in community structured multiplex networks
• Network Cross-Validation for Determining the Number of Communities in Network Data
• A community role approach to assess social capitalists visibility in the Twitter network
• On neighbourhood degree sequences of complex networks
• An ensemble based on a bi-objective evolutionary spectral algorithm for graph clustering
• StaTIX - Statistical Type Inference on Linked Data
• Relevance of Negative Links in Graph Partitioning: A Case Study Using Votes From the European Parliament
• Multiple phases in modularity-based community detection
• The Probabilistic Backbone of Data-Driven Complex Networks: An example in Climate
• On the formation of structure in growing networks
• Micro-bias and macro-performance
• Community detection problem based on polarization measures:an application to Twitter: the COVID-19 case in Spain
• Distributed Community Detection in Dynamic Graphs
• The landscape of NeuroImage-ing research
• Simultaneous Coherent Structure Coloring facilitates interpretable clustering of scientific data by amplifying dissimilarity
• Analysis of risk propagation using the world trade network
• Network Classification in Temporal Networks Using Motifs
• Total variation based community detection using a nonlinear optimization approach
• Scale-variant topological information for characterizing the structure of complex networks
• Structural dynamics of plant-pollinator mutualistic networks
• A unified framework for spectral clustering in sparse graphs
• Mathematical and Algorithmic Analysis of Network and Biological Data
• Null Models and Community Detection in Multi-Layer Networks
• User-Relatedness and Community Structure in Social Interaction Networks
• Evolving network - simulation study. From regular lattice to scale free network
• Enhancing Transport Efficiency by Hybrid Routing Strategy
• Network analysis of 3D complex plasma clusters in a rotating electric field
• Multiple bipolar fuzzy measures: an application to community detection problems for networks with additional information
• Critical Phenomena and Strategy Ordering with Hub Centrality Approach in the Aspiration-based Coordination Game
• Orthogonal symmetric non-negative matrix factorization under the stochastic block model
• Cascading Failures in Power Grids - Analysis and Algorithms
• Maximally modular structure of growing hyperbolic networks
• Multiresolution Consensus Clustering in Networks
• Quality functions in community detection
• Machine Learning practices and infrastructures
• Reduced network extremal ensemble learning (RenEEL) scheme for community detection in complex networks
• Iterative Graph Self-Distillation
• Maximal modularity and the optimal size of parliaments
• Wall-induced anisotropy effects on turbulent mixing in channel flow: A network-based analysis
• Robustness modularity in complex networks
• Multi-scale Dynamics in a Massive Online Social Network
• Comparison of Cross-Validation Methods for Stochastic Block Models
• Fast asynchronous updating algorithms for k-shell indices
• Counting the number of metastable states in the modularity landscape: Algorithmic detectability limit of greedy algorithms in community detection
• Communities and classes in symmetric fractals
• Statistical test for detecting community structure in real-valued edge-weighted graphs
• Unsupervised clustering analysis: a multiscale complex networks approach
• Sequential Changepoint Approach for Online Community Detection
• Critical field-exponents for secure message-passing in modular networks
• Spectrum of Johnson graphs
• rags2ridges: A One-Stop-Shop for Graphical Modeling of High-Dimensional Precision Matrices
• State aggregations in Markov chains and block models of networks
• Epistemic Phase Transitions in Mathematical Proofs
• Latent Poisson models for networks with heterogeneous density
• Modularity in Multilayer Networks using Redundancy-based Resolution and Projection-based Inter-Layer Coupling
• Systematic Analysis of Cluster Similarity Indices: How to Validate Validation Measures
• Community Detection Across Multiple Social Networks based on Overlapping Users
• Unified model selection approach based on minimum description length principle in Granger causality analysis
• A Survey of Community Search Over Big Graphs
• Detecting the optimal number of communities in complex networks
• Mapping the spectrum of 3D communities in human chromosome conformation capture data
• Hierarchical community detection by recursive partitioning
• Locally computable approximations for spectral clustering and absorption times of random walks
• On the relationship between Gaussian stochastic blockmodels and label propagation algorithms
• Detecting groups of similar components in complex networks
• Optimal Rates for Community Estimation in the Weighted Stochastic Block Model
• Fast Complex Network Clustering Algorithm Using Agents
• Efficient Bayesian Community Detection using Non-negative Matrix Factorisation
• Link community detection through global optimization and the inverse resolution limit of partition density
• Triangles to Capture Social Cohesion
• Modeling the Co-occurrence Principles of the Consonant Inventories: A Complex Network Approach
• Community Detection in Complex Networks Using Agents
• Benefits of Semantics on Web Service Composition from a Complex Network Perspective
• Comparison of Modules of Wild Type and Mutant Huntingtin and TP53 Protein Interaction Networks: Implications in Biological Processes and Functions
• Bayesian Degree-Corrected Stochastic Blockmodels for Community Detection
• Cycle flow based module detection in directed recurrence networks
• Modules in the metabolic network of E.coli with regulatory interactions
• Infinite Multiple Membership Relational Modeling for Complex Networks
• Geometric Affinity Propagation for Clustering with Network Knowledge
• Detecting network communities beyond assortativity-related attributes
• Human Mobility and Predictability enriched by Social Phenomena Information
• Voter model on networks partitioned into two cliques of arbitrary sizes
• An Exact No Free Lunch Theorem for Community Detection
• Static and Dynamic Aspects of Scientific Collaboration Networks
• Understanding Information Transmission in Complex Networks
• Multi-level algorithms for modularity clustering
• Group polarization, influence, and domination in online interaction networks: A case study of the 2022 Brazilian elections
• Journal Maps, Interactive Overlays, and the Measurement of Interdisciplinarity on the Basis of Scopus Data (1996-2012)
• Multi-scale Laplacian community detection in heterogeneous networks
• Graph Matching: Relax at Your Own Risk
• Forecasting landslides using community detection on geophysical satellite data
• Emergence of coexisting percolating clusters in networks
• Descents and nodal load in scale-free networks
• Analysis of network by generalized mutual entropies
• Time-sync Video Tag Extraction Using Semantic Association Graph
• Network analysis of the Kyiv bylyny cycle -- east Slavic epic narratives
• Community structure in co-inventor networks affects time to first citation for patents
• Emergence of Clustering in an Acquaintance Model without Homophily
• Eigenvector localization as a tool to study small communities in online social networks
• Detecting Communities in Complex Networks using an Adaptive Genetic Algorithm and node similarity-based encoding
• Community Detection using a Measure of Global Influence
• On community structure validation in real networks
• Evidential Communities for Complex Networks
• Geosocial Graph-Based Community Detection
• Quantifying interdisciplinary synergy in higher STEM education
• Decoding communities in networks
• Communities as Well Separated Subgraphs With Cohesive Cores: Identification of Core-Periphery Structures in Link Communities
• Generalized network community detection
• Measuring dynamical systems on directed hyper-graphs
• Model-based clustering in networks with Stochastic Community Finding
• A useful criterion on studying consistent estimation in community detection
• Deep Graph Clustering via Mutual Information Maximization and Mixture Model
• Structural and Dynamical Mechanisms of a Naturally Occurring Variant of the Human Prion Protein in Preventing Prion Conversion
• Additive Approximation Algorithms for Modularity Maximization
• Mining and modeling complex leadership-followership dynamics of movement data
• Resolution Limits for Detecting Community Changes in Multilayer Networks
• Augmentative Message Passing for Traveling Salesman Problem and Graph Partitioning
• An Introduction to Complex Networks in Climate Finance
• A Network Perspective on Software Modularity
• Higher-Order Spectral Clustering under Superimposed Stochastic Block Model
• Generalized Markov stability of network communities
• Enhancing synchronization in growing networks
• Efficient Algorithms for Sampling and Clustering of Large Nonuniform Networks
• Topological Feature Based Classification
• Fast Community Identification by Hierarchical Growth
• Emerging communities in networks - a flow of ties
• Inferring cultural regions from correlation networks of given baby names
• How Many Communities Are There?
• Community Structure in Industrial SAT Instances
• Performance of attack strategies on modular networks
• Community structure in real-world networks from a non-parametrical synchronization-based dynamical approach
• Criterions for locally dense subgraphs
• Statistical-mechanical iterative algorithms on complex networks
• Defining and Evaluating Network Communities based on Ground-truth
• Spectral clustering via adaptive layer aggregation for multi-layer networks
• The politics of physicists social models
• Diffusion Processes on Small-World Networks with Distance-Dependent Random-Links
• Non Parametric Statistics of Dynamic Networks with distinguishable nodes
• Evolutionary of Online Social Networks Driven by Pareto Wealth Distribution and Bidirectional Preferential Attachment
• Grounding force-directed network layouts with latent space models
• The Hyperspherical Geometry of Community Detection: Modularity as a Distance
• GraphTune: A Learning-based Graph Generative Model with Tunable Structural Features
• Search for overlapped communities by parallel genetic algorithms
• How visas shape and make visible the geopolitical architecture of the planet
• Small Worlds in Space: Synchronization, Spatial and Relational Modularity
• Complex self-sustained oscillation patterns in modular excitable networks
• Citation-based clustering of publications using CitNetExplorer and VOSviewer
• Iterative embedding and reweighting of complex networks reveals community structure
• Topics in social network analysis and network science
• A shadowing problem in the detection of overlapping communities: lifting the resolution limit through a cascading procedure
• The interconnectedness of the economic content in the speeches of the US Presidents
• Multiscale Evolutionary Perturbation Attack on Community Detection
• Exact and rapid linear clustering of networks with dynamic programming
• Mapping robust multiscale communities in chromosome contact networks
• Matching Community Structure Across Online Social Networks
• Mining a medieval social network by kernel SOM and related methods
• Social Catalysts: Characterizing People Who Spark Conversations Among Others
• Nodal domain partition and the number of communities in networks
• Communities in C.elegans connectome through the prism of non-backtracking walks
• Community detection for interaction networks
• Node-Context Network Clustering using PARAFAC Tensor Decomposition
• Statistical Mechanics of Semi-Supervised Clustering in Sparse Graphs
• Graph Theory and Networks in Biology
• From fuzzy information to community detection: an approach to social networks analysis with soft information
• A k-core Decomposition Framework for Graph Clustering
• Entrograms and coarse graining of dynamics on complex networks
• Vertex Decomposition of Steiner Wiener Index and Steiner Betweenness Centrality
• The Community Structure of Econophysicist Collaboration Networks
• Recent Advances in Fully Dynamic Graph Algorithms
• Detecting Blackholes and Volcanoes in Directed Networks
• Can extremism guarantee pluralism?
• Making Communities Show Respect for Order
• A network model of conviction-driven social segregation
• Stochastic Block Models are a Discrete Surface Tension
• Community Detection on Networks with Ricci Flow
• Modeling temporal hypergraphs
• Experimental Analysis and Evaluation of Cohesive Subgraph Discovery
• Some remarks on modularity density
• On Two Distinct Sources of Nonidentifiability in Latent Position Random Graph Models
• Graph Neural Network Encoding for Community Detection in Attribute Networks
• Overlapping Communities in Social Networks
• War pact model of shrinking networks
• Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware
• The Asymptotic Distribution of Modularity in Weighted Signed Networks
• Structural propagation in a production network with restoring substitution elasticities
• Modularity of minor-free graphs
• Reply & Supply: Efficient crowdsourcing when workers do more than answer questions
• How modular structure determines operational resilience of power grids
• Extending modularity by capturing the similarity attraction feature in the null model
• Immunization for complex network based on the effective degree of vertex
• A Spectral Representation of Power Systems with Applications to Adaptive Grid Partitioning and Cascading Failure Localization
• Subnetwork Constraints for Tighter Upper Bounds and Exact Solution of the Clique Partitioning Problem
• Probabilistic community detection with unknown number of communities
• Detecting network communities via greedy expanding based on local superiority index
• Detection of regulator genes and eQTLs in gene networks
• Fine-tuning Partition-aware Item Similarities for Efficient and Scalable Recommendation
• Enhance the Efficiency of Heuristic Algorithm for Maximizing Modularity Q
• Network Community Detection on Metric Space
• Order-disorder transition in the zero-temperature Ising model on random graphs
• Obtaining Communities with a Fitness Growth Process
• Local multiresolution order in community detection
• Finding mixed memberships in categorical data
• Inference of hidden structures in complex physical systems by multi-scale clustering
• Identifying robust features of community structure in complex networks
• Nonparametric Bayesian models of hierarchical structure in complex networks
• Automatic exploration of structural regularities in networks
• Robust design of bicycle infrastructure networks
• Modular Networks for Validating Community Detection Algorithms
• The art of community detection
• Detection of hidden structures on all scales in amorphous materials and complex physical systems: basic notions and applications to networks, lattice systems, and glasses
• Mapping leadership and communities in EU-funded research through network analysis
• Quantification of 3D spatial correlations between state variables and distances to the grain boundary network in full-field crystal plasticity spectral method simulations
• A Statistical Density-Based Analysis of Graph Clustering Algorithm Performance
• Characterising heavy-tailed networks using q-generalised entropy and q-adjacency kernels
• Vulnerable Connectivity Caused by Local Communities in Spatial Networks
• A Unified Framework for Community Detection and Network Representation Learning
• Diverging network architecture of the $\text{C. elegans}$ connectome and signaling network
• Modular structure in labour networks reveals skill basins
• Signatures of currency vertices
• Impact of environmental changes on the dynamics of temporal networks
• Evolution of Communities with Focus on Stability
• Social Media as Windows on the Social Life of the Mind
• Financial Crisis in the Framework of Non-zero Temperature Balance Theory
• Graph clustering with Boltzmann machines
• Assyrian merchants meet nuclear physicists: history of the early contributions from social sciences to computer science. The case of automatic pattern detection in graphs (1950s--1970s)
• Reframing the S\&P500 Network of Stocks along the \nth{21} Century
• Antifragility of stochastic transport on networks with damage
• Link power coordination for energy conservation in complex communication networks
• On weakly optimal partitions in modular networks
• Why don't the modules dominate - Investigating the Structure of a Well-Known Modularity-Inducing Problem Domain
• On the modularity of 3-regular random graphs and random graphs with given degree sequences
• Graph machine learning for flight delay prediction due to holding manouver
• A Projection Method for Metric-Constrained Optimization
• On the Hardness of SAT with Community Structure
• Evaluating the effect of topic consideration in identifying communities of rating-based social networks
• Clustering in networks with the collapsed Stochastic Block Model
• Weighted network estimation by the use of topological graph metrics
• Repetitive users network emerges from multiple rumor cascades
• Active Community Detection in Massive Graphs
• Geometric randomization of real networks with prescribed degree sequence
• Evolving community structure in the international pesticide trade networks
• Network modularity in the presence of covariates
• Disagreement and fragmentation in growing groups
• Engineering Structural Robustness in Power Grid Networks Susceptible to Coherent Swing Instability
• Community Structure Characterization
• Multiple Partitioning of Multiplex Signed Networks: Application to European Parliament Votes
• Role-based Label Propagation Algorithm for Community Detection
• A Method Based on Total Variation for Network Modularity Optimization using the MBO Scheme
• Community Detection Based on the $L_{\infty }$ convergence of eigenvectors in DCBM
• Localized Algorithm of Community Detection on Large-Scale Decentralized Social Networks
• An Agent-Based Algorithm for Detecting Community Structure in Networks
• Generating multi-scaling networks with different types of nodes
• Community Detection via Katz and Eigenvector Centrality
• Complex networks and public funding: the case of the 2007-2013 Italian program
• Detecting Statistically Significant Communities
• Parallel Toolkit for Measuring the Quality of Network Community Structure
• Modeling Social Networks with Overlapping Communities Using Hypergraphs and Their Line Graphs
• Fluid Communities: A Competitive, Scalable and Diverse Community Detection Algorithm
• Web Services Dependency Networks Analysis
• Core-periphery Detection Based on Masked Bayesian Non-negative Matrix Factorization
• Network Formation and Dynamics Among Multi-LLMs
• The evolution of cooperation in the public goods game on the scale-free community networks under multiple strategy updating rules
• Optimal Non-Convex Exact Recovery in Stochastic Block Model via Projected Power Method
• Community detection using spectral clustering on sparse geosocial data
• Excisive Hierarchical Clustering Methods for Network Data
• Graph-Based Recommendation System Enhanced with Community Detection
• Multivariate Spatiotemporal Hawkes Processes and Network Reconstruction
• The role of vegetables trade network in global epidemics
• Comprehensive spectral approach for community structure analysis on complex networks
• Resolution limit revisited: community detection using generalized modularity density
• Structure and evolution of a European Parliament via a network and correlation analysis
• Flow-based Community Detection in Hypergraphs
• Eigenvalue Preferential Attachment Networks A Dandelion Structure
• Computing Vertex Centrality Measures in Massive Real Networks with a Neural Learning Model
• Detecting a planted community in an inhomogeneous random graph
• Dissecting graph measure performance for node clustering in LFR parameter space
• Clubmark: a Parallel Isolation Framework for Benchmarking and Profiling Clustering Algorithms on NUMA Architectures
• A bibliometric approach to Systematic Mapping Studies: The case of the evolution and perspectives of community detection in complex networks
• Graph Theoretical Analysis of local ultraluminous infrared galaxies and quasars
• Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better
• Multilayer Modularity Belief Propagation To Assess Detectability Of Community Structure
• Less is More: Simple yet Effective Heuristic Community Detection with Graph Convolution Network
• Membership in social networks and the application in information filtering
• Simultaneous Dimensionality and Complexity Model Selection for Spectral Graph Clustering
• A new hierarchical clustering algorithm to identify non-overlapping like-minded communities
• The Atlas for the Aspiring Network Scientist
• AutoBotCatcher: Blockchain-based P2P Botnet Detection for the Internet of Things
• Modular Representation of Layered Neural Networks
• Multi-Community Detection in Signed Graphs Using Quantum Hardware
• Shaping Communities out of Triangles
• Clustering attributed graphs: models, measures and methods
• Optimal timescale for community detection in growing networks
• Random walk in degree space and the time-dependent Watts-Strogatz model
• Community-detection cellular automata with local and long-range connectivity
• Ensembles related to the rich-club coefficient for non-evolving networks
• Local Clustering in Contextual Multi-Armed Bandits
• EC-SBM Synthetic Network Generator
• Incorporating uncertainty into the study of animal social networks
• Network growth approach to macroevolution
• Detectability of hierarchical communities in networks
• Centrality-Weighted Opinion Dynamics: Disagreement and Social Network Partition
• Pseudo-Darwinian evolution of physical flows in complex networks
• Network Science approach to Modelling Emergence and Topological Robustness of Supply Networks: A Review and Perspective
• Evolution of Scientific Collaboration Network Driven by Homophily and Heterophily
• Extremes of Sums and Maxima with Application to Random Networks
• A Local Perspective-based Model for Overlapping Community Detection
• Mesoscopic architecture enhances communication across the Macaque connectome revealing structure-function correspondence in the brain
• Finding Influential Cores via Normalized Ricci Flows in Directed and Undirected Hypergraphs with Applications
• Efficient Representations of Signals in Nonlinear Signal Processing with Applications to Inverse Problems
• Structural importance and evolution: an application to financial transaction networks
• The Art of Social Bots: A Review and a Refined Taxonomy
• On the Consistency of the Likelihood Maximization Vertex Nomination Scheme: Bridging the Gap Between Maximum Likelihood Estimation and Graph Matching
• A statistical network analysis of the HIV/AIDS epidemics in Cuba
• A Coevolutionary Variable Neighborhood Search Algorithm for Discrete Multitasking (CoVNS): Application to Community Detection over Graphs
• NISQ-ready community detection based on separation-node identification
• Polarization Rank: A Study on European News Consumption on Facebook
• SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection
• Minimum entropy stochastic block models neglect edge distribution heterogeneity
• Graph Analysis Using a GPU-based Parallel Algorithm: Quantum Clustering
• Communities of Minima in Local Optima Networks of Combinatorial Spaces
• Outlier Edge Detection Using Random Graph Generation Models and Applications
• Bad Communities with High Modularity
• Rigidity and flexibility in protein-protein interaction networks: a case study on neuromuscular disorders
• A multilevel clustering technique for community detection
• Tell Me Who Your Friends Are: Using Content Sharing Behavior for News Source Veracity Detection
• A Well-Behaved Alternative to the Modularity Index
• A new method for community detection in social networks based on message distribution
• A subset selection based approach to finding important structure of complex networks
• The Stochastic Replica Approach to Machine Learning: Stability and Parameter Optimization
• Dual regularized Laplacian spectral clustering methods on community detection
• Subsampling Spectral Clustering for Large-Scale Social Networks
• Metrics for Community Analysis: A Survey
• Communities and Patterns of Scientific collaboration
• Dynamic Community Detection into Analyzing of Wildfires Events
• Community Detection for Power Systems Network Aggregation Considering Renewable Variability
• Estimating Network Parameters for Selecting Community Detection Algorithms
• Time Is of the Essence: Analyzing the Effect of Vertex-Joining Time on Complex Network Evolution
• Using Model-based Overlapping Seed Expansion to detect highly overlapping community structure
• A fast multilevel algorithm for graph clustering and community detection
• The effect of the pandemic on complex socio-economic systems: community detection induced by communicability
• Parallel Heuristics for Scalable Community Detection
• Identifiability and consistency of network inference using the hub model and variants
• Hierarchical clustering of bipartite data sets based on the statistical significance of coincidences
• AptRank: An Adaptive PageRank Model for Protein Function Prediction on Bi-relational Graphs
• Modules of human micro-RNA co-target network
• A new edge betweenness measure using a game theoretical approach: an application to hierarchical community detection
• Efficiency of navigation in indexed networks
• D-chain tomography of networks: a new structure spectrum and an application to the SIR process
• Unsupervised Multimodal Graph-based Model for Geo-social Analysis
• Affinity driven social networks
• Demand-driven design of bicycle infrastructure networks for improved urban bikeability
• Limits of Friendship Networks in Predicting Epidemic Risk
• How Many Political Parties Should Brazil Have? A Data-driven Method to Assess and Reduce Fragmentation in Multi-Party Political Systems
• Community Detection Using Slow Mixing Markov Models
• A theory on power in networks
• Homophilic Clustering by Locally Asymmetric Geometry
• Reconstruction of Interbank Network using Ridge Entropy Maximization Model
• Fast community structure local uncovering by independent vertex-centred process
• Analytic Solution to Clustering Coefficients on Weighted Networks
• Dynamic Structural Similarity on Graphs
• Mining and Analyzing the Italian Parliament: Party Structure and Evolution
• Community Detection in the Hyperbolic Space
• Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering
• The Importance of Being Negative: A serious treatment of non-trivial edges in brain functional connectome
• Normalization of direct citations in publication-level networks: Evaluation of six approaches
• Community Detection in Signed Networks: an Error-Correcting Code Approach
• On the Evolution of Neuron Communities in a Deep Learning Architecture
• Structured network regression for spatial point patterns
• Linking Through Time: Memory-Enhanced Community Discovery in Temporal Networks
• The parameterised complexity of computing the maximum modularity of a graph
• Comparing university organizational units and scientific co-authorship communities
• Quantifying the role of supernatural entities and the effect of missing data in Irish sagas
• Combinations of Affinity Functions for Different Community Detection Algorithms in Social Networks
• Finding compact communities in large graphs
• An Efficient Quadratic Penalty Method for a Class of Graph Clustering Problems
• Content Distribution Strategies in Opportunistic Networks
• On the visualization of the detected communities in dynamic networks: A case study of Twitter's network
• GCN for HIN via Implicit Utilization of Attention and Meta-paths
• Neural Language Modeling for Contextualized Temporal Graph Generation
• Stability of Maximum likelihood based clustering methods: exploring the backbone of classifications (Who is keeping you in that community?)
• Network topology mapping of Chemical Compounds Space
• Weighted networks of scientific communication: the measurement and geometrical role of weight
• Detecting highly cyclic structure with complex eigenpairs
• A Systematic Survey on Multi-relational Community Detection
• Optimizing Edge Sets in Networks to Produce Ground Truth Communities Based on Modularity
• The NOESIS Network-Oriented Exploration, Simulation, and Induction System
• On the Formation of Circles in Co-authorship Networks
• Dynamic Silos: Increased Modularity in Intra-organizational Communication Networks during the Covid-19 Pandemic
• Graph Operator Modeling over Large Graph Datasets
• Small-world of communities: communication and correlation of the meta-network
• The role of hidden influentials in the diffusion of online information cascades
• Modeling Risk Perception in Networks with Community Structure
• Leveraging Peer Centrality in the Design of Socially-Informed Peer-to-Peer Systems
• Une nouvelle mesure pour l'évaluation des méthodes de détection de communautés
• A decaying factor accounts for contained activity in neuronal networks with no need of hierarchical or modular organization
• Transforming Graph Representations for Statistical Relational Learning
• A new methodology for constructing a publication-level classification system of science
• Understanding Co-evolution in Large Multi-relational Social Networks
• Ensembles based on the Rich-Club and how to use them to build soft-communities
• Quantitative Function and Algorithm for Community Detection in Bipartite Networks
• Clustering evolving data using kernel-based methods
• Mutual Community Detection across Multiple Partially Aligned Social Networks
• Probabilistic Network Metrics: Variational Bayesian Network Centrality
• General analytical solutions for DC/AC circuit network analysis
• Trophic groups and modules: two levels of group detection in food webs
• ScienceWISE: Topic Modeling over Scientific Literature Networks
• Fault Detection Engine in Intelligent Predictive Analytics Platform for DCIM
• Terminal-Set-Enhanced Community Detection in Social Networks
• BL-MNE: Emerging Heterogeneous Social Network Embedding through Broad Learning with Aligned Autoencoder
• Community detection algorithm evaluation with ground-truth data
• Interaction between cluster synchronization and epidemic spread in community networks
• Variable Partitioning for Distributed Optimization
• CancerLinker: Explorations of Cancer Study Network
• The structural role of the core literature in history
• An analysis of community structure in Brazilian political topic-based Twitter networks
• Detecting Events of Daily Living Using Multimodal Data
• Density-based Community Detection/Optimization
• Weighted Label Propagation Algorithm based on Local Edge Betweenness
• A spectral graph theoretic study of predator-prey networks
• "When and Where?": Behavior Dominant Location Forecasting with Micro-blog Streams
• An experiment exploring the theoretical and methodological challenges in developing a semi-automated approach to analysis of small-N qualitative data
• The vulnerability of communities in complex network: An entropy approach
• Inductive Graph Embeddings through Locality Encodings
• Community Structure aware Embedding of Nodes in a Network
• Structure and Dynamic of Global Population Migration Network
• Evolutionary Multi Objective Optimization Algorithm for Community Detection in Complex Social Networks
• Robust spectral clustering using LASSO regularization
• Representing Multi-Robot Structure through Multimodal Graph Embedding for the Selection of Robot Teams
• Self-Supervised Deep Graph Embedding with High-Order Information Fusion for Community Discovery
• Overcoming Bias in Community Detection Evaluation
• Streaming Local Community Detection through Approximate Conductance
• Refinement for community structures of bipartite networks
• Symmetrical SyncMap for Imbalanced General Chunking Problems
• Distributed Pseudo-Likelihood Method for Community Detection in Large-Scale Networks
• Identifying Key Expert Actors in Cybercrime Forums Based on their Technical Expertise
• ECHO: Encoding Communities via High-order Operators
• A Spatiotemporal Adaptive Local Search Method for Tracking Congestion Propagation in Dynamic Networks
• From Leiden to Pleasure Island: The Constant Potts Model for Community Detection as a Hedonic Game
• Quantum-Assisted Correlation Clustering
• Genotype networks drive oscillating endemicity and epidemic trajectories in viral evolution
• Improving community detection via community association strength scores
• The GECo algorithm for Graph Neural Networks Explanation
• Scalable Community Detection Using Quantum Hamiltonian Descent and QUBO Formulation
• Sentiment-Driven Community Detection in a Network of Perfume Preferences
• Kaleidoscopic reorganization of network communities across different scales
• Global decomposition of networks into multiple cores formed by local hubs
• Inference and Visualization of Community Structure in Attributed Hypergraphs Using Mixed-Membership Stochastic Block Models
• Vortical interactions in turbulent thermoacoustic systems
• Collusion-Resistant Worker Set Selection for Transparent and Verifiable Voting
• Harmonic structures of Beethoven quartets: a complex network approach
• On role extraction for digraphs via neighbourhood pattern similarity
• Community Structure Recovery and Interaction Probability Estimation for Gossip Opinion Dynamics
• Sketch-based community detection in evolving networks
• Topic-based Community Search over Spatial-Social Networks (Technical Report)
• Non-Convex Exact Community Recovery in Stochastic Block Model
• Phase transition for parameter learning of Hidden Markov Models
• Scalable Heterogeneous Social Network Alignment through Synergistic Graph Partition
• Local phase transitions in a model of multiplex networks with heterogeneous degrees and inter-layer coupling
• Delivering Scientific Influence Analysis as a Service on Research Grants Repository
• A new measure of modularity density for community detection
• Characterizing several properties of high-dimensional random Apollonian networks
• On the Relationship Between Modularity and Stability in Software Packages
• Learning Features of Network Structures Using Graphlets
• Making root cause analysis feasible for large code bases: a solution approach for a climate model
• EGBTER: Capturing degree distribution, clustering coefficients, and community structure in a single random graph model
• From clusters to queries: exploiting uncertainty in the modularity landscape of complex networks
• Altered Modularity and Disproportional Integration in Functional Networks are Markers of Abnormal Brain Organization in Schizophrenia
• A new method for quantifying network cyclic structure to improve community detection
• Topical Community Detection in Event-based Social Network
• Learning to Route with Sparse Trajectory Sets---Extended Version
• Network community detection via iterative edge removal in a flocking-like system
• Detecting overlapping communities in linear time with P&A algorithm
• LATTE: Application Oriented Social Network Embedding
• Stable Configurations in Social Networks
• The impact of Entropy and Solution Density on selected SAT heuristics
• Dynamic Discovery of Type Classes and Relations in Semantic Web Data
• Limited Random Walk Algorithm for Big Graph Data Clustering
• Triangles as basis to detect communities: an application to Twitter's network
• Evidential Label Propagation Algorithm for Graphs
• Leveraging Evolution Dynamics to Generate Benchmark Complex Networks with Community Structures
• Modeling Information Diffusion in Social Networks
• Networks of plants: how to measure similarity in vegetable species
• Unveiling Contextual Similarity of Things via Mining Human-Thing Interactions in the Internet of Things
• Mining Essential Relationships under Multiplex Networks
• Nearest Neighbor search in Complex Network for Community Detection
• Identifying collusion groups using spectral clustering
• Friction and Pressure-Dependence of Force Chain Communities in Granular Materials
• Universal Approximation of Edge Density in Large Graphs
• Approximate Closest Community Search in Networks
• Generic criticality of community structure in random graphs
• Impact of local information in growing networks
• Mining for Spatially-Near Communities in Geo-Located Social Networks
• Rôle communautaire des capitalistes sociaux dans Twitter
• Copula Mixed-Membership Stochastic Blockmodel for Intra-Subgroup Correlations
• Detecting hierarchical and overlapping network communities using locally optimal modularity changes
• Large Social Networks can be Targeted for Viral Marketing with Small Seed Sets
• Community detection and tracking on networks from a data fusion perspective
• Model Identification of a Network as Compressing Sensing
• Opinion Dynamics with Decaying Confidence: Application to Community Detection in Graphs
• Interplay Between Structural Randomness, Composite Disorder, and Electrical Response: Resonances and Transient Delays in Complex Impedance Networks
• Long-time tails in sheared fluids
• Mathematical models for epidemic spreading on complex networks
• Improving Data Forwarding in Mobile Social Networks with Infrastructure Support: A Space-Crossing Community Approach
• Using tf-idf as an edge weighting scheme in user-object bipartite networks
• Identification of hybrid node and link communities in complex networks
• Community Structures Are Definable in Networks, and Universal in Real World
• ComReg: A Complex Network Approach to Prioritize Test Cases for Regression Testing
• Evolution of Communities with Focus on Stability (extended abstract)
• Vulnerability and power on networks
• Uncovering nodes that spread information between communities in social networks
• Network Clustering Approximation Algorithm Using One Pass Black Box Sampling
• Background to Higgs-boson searches from internal conversions of off-shell photons associated with $Z/{\gamma }^{\ast }$-boson production at the LHC
• Can "Hot Spots" in the Sciences Be Mapped Using the Dynamics of Aggregated Journal-Journal Citation Relations?
• Relations Between Adjacency and Modularity Graph Partitioning
• An Efficient homophilic model and Algorithms for Community Detection using Nash Dynamics
• Semi-supervised Learning with Regularized Laplacian
• Node Dominance: Revealing Community and Core-Periphery Structure in Social Networks
• A Probabilistic Framework for Structural Analysis in Directed Networks
• The Decentralized Structure of Collective Attention on the Web
• SGPD Volume Maximization for Community Detection
• Efficient algorithms for topological inference on random graphs
• Package equivalence in complex software network
• Approximation Complexity of Max-Cut on Power Law Graphs
• On Equivalence of Likelihood Maximization of Stochastic Block Model and Constrained Nonnegative Matrix Factorization
• In the mood: the dynamics of collective sentiments on Twitter
• The Accounting Network: how financial institutions react to systemic crisis
• Modularity of regular and treelike graphs
• Estimation of Graphical Models through Structured Norm Minimization
• Network-ensemble comparisons with stochastic rewiring and von Neumann entropy
• Beyond the network of plants volatile organic compounds
• A consistent adjacency spectral embedding for stochastic blockmodel graphs
• The impact of partially missing communities~on the reliability of centrality measures
• Guided Machine Learning for power grid segmentation
• Segregation in Religion Networks
• Opinion Divergence Reveals the Hierarchical and Overlapping Community Structure in Networks
• Correlation Analysis of Nodes Identifies Real Communities in Networks
• COREclust: a new package for a robust and scalable analysis of complex data
• High-Quality Disjoint and Overlapping Community Structure in Large-Scale Complex Networks
• Detecting Antagonistic and Allied Communities on Social Media
• Learning Graph Representations by Dendrograms
• Modularity of Erdős-Rényi random graphs
• A network theoretic study of potential movement and spread of Lantana camara in Rajaji Tiger Reserve, India
• Global Network Prediction from Local Node Dynamics
• Improving Community Detection by Mining Social Interactions
• Constructing Graph Node Embeddings via Discrimination of Similarity Distributions
• Empirical determination of the optimum attack for fragmentation of modular networks
• A baseline for content-based blog classification
• GA Based Q-Attack on Community Detection
• Modelling China's Credit System with Complex Network Theory for Systematic Credit Risk Control
• From the User to the Medium: Neural Profiling Across Web Communities
• Latent Channel Networks
• Regular Partitions and Their Use in Structural Pattern Recognition
• Simplification of networks via conservation of path diversity and minimisation of the search information
• Outliers Detection in Networks with Missing Links
• Sparse Nonnegative Matrix Factorization for Multiple Local Community Detection
• MGA: Momentum Gradient Attack on Network
• Absence of a resolution limit in in-block nestedness
• Non-backtracking walks reveal compartments in sparse chromatin interaction networks
• Community Detection for Gossip Dynamics with Stubborn Agents
• Team Performance Evaluation Model based on Network Feature Extraction
• Workgroup Mapping: Visual Analysis of Collaboration Culture
• Community membership consistency applied to corporate board interlock networks
• Similarity network fusion for scholarly journals
• Graph Clustering with Surprise: Complexity and Exact Solutions
• Approximate Privacy-Preserving Neighbourhood Estimations
• An Empirical Study of Compression-friendly Community Detection Methods
• Understanding the Dynamics of DNNs Using Graph Modularity
• Reputation Gaming in Stack Overflow
• Overlapping community detection in weighted networks
• Localized geometry detection in scale-free random graphs
• Mixed membership estimation for categorical data with weighted responses
• Transfer and routing of Gaussian states through quantum complex networks with and without community structure
• Topological Embedding of Human Brain Networks with Applications to Dynamics of Temporal Lobe Epilepsy
• Testing network clustering algorithms with Natural Language Processing
• A New Perspective on ADHD Research: Knowledge Graph Construction with LLMs and Network Based Insights
• Beyond One Solution: The Case for a Comprehensive Exploration of Solution Space in Community Detection
• Quantum community detection via deterministic elimination
• Model-based edge clustering for weighted networks with a noise component
• A High-Performance Evolutionary Multiobjective Community Detection Algorithm
• GPU-Accelerated Multilevel Graph Clustering: A Parallel Perspective on Louvain and Leiden
• Identification of Community Structures in Networks Employing a Modified Divisive Algorithm
• Community Detection in Energy Networks based on Energy Self-Sufficiency and Dynamic Flexibility Activation
• Approximating Spatial Distance Through Confront Networks: Application to the Segmentation of Medieval Avignon
• Human-Centric Community Detection in Hybrid Metaverse Networks with Integrated AI Entities
• Statistics of remote regions of networks
• Notes on "Notes on the Synthesis of Form": Dawning Insights in Early Christopher Alexander
• Uncovering the Local Hidden Community Structure in Social Networks
• Graph model selection by edge probability sequential inference
• HomDroid: Detecting Android Covert Malware by Social-Network Homophily Analysis
• Modular co-evolution of metabolic networks
• Measuring inter-cluster similarities with Alpha Shape TRIangulation in loCal Subspaces (ASTRICS) facilitates visualization and clustering of high-dimensional data
• Visualizing Uncertainty in Probabilistic Graphs with Network Hypothetical Outcome Plots (NetHOPs)
• Identifying Illicit Drug Dealers on Instagram with Large-scale Multimodal Data Fusion
• CIIA:A New Algorithm for Community Detection
• A Distributed Algorithm for Overlapped Community Detection in Large-Scale Networks
• Mixed-SCORE+ for mixed membership community detection
• Network experimentation at scale
• Weighted Graph Nodes Clustering via Gumbel Softmax
• Graph Metrics for Internet Robustness -- A Survey
• Detecting Communities in Heterogeneous Multi-Relational Networks:A Message Passing based Approach
• The interdependency structure in the Mexican stock exchange: A network approach
• A rank-3 network representation for single-affiliation systems
• A new nature inspired modularity function adapted for unsupervised learning involving spatially embedded networks: A comparative analysis
• 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
• Scalable Deep Generative Relational Models with High-Order Node Dependence
• A First Look at References from the Dark to Surface Web World
• Evaluating the Vulnerability of Communities in Social Networks by Gravity Model
• MOHCS: Towards Mining Overlapping Highly Connected Subgraphs
• Text as Data: Real-time Measurement of Economic Welfare
• Border Effect of Complex Network: An analysis on the cooperation network of movie stars across different regions
• Error-Correcting Decoders for Communities in Networks
• Detecting Local Community Structures in Social Networks Using Concept Interestingness
• Learning Resolution Parameters for Graph Clustering
• Robustness of urban road networks based on spatial topological patterns
• Correlation-Based Community Detection
• Clustering Degree-Corrected Stochastic Block Model with Outliers
• Mining Application-aware Community Organization with Expanded Feature Subspaces from Concerned Attributes in Social Networks
• Brazilian Network of PhDs Working with Probability and Statistics
• Optimization in large graphs: Toward a better future?
• Developmental tendencies in the Academic Field of Intellectual Property through the Identification of Invisible Colleges
• Community Detection by $L_0$-penalized Graph Laplacian
• Analysis of Social Group Dynamics
• BL-ECD: Broad Learning based Enterprise Community Detection via Hierarchical Structure Fusion
• A Novel Weighted Distance Measure for Multi-Attributed Graph
• User fluctuation in communities: a forum case
• A new gene co-expression network analysis based on Core Structure Detection (CSD)
• NEDindex: A new metric for community structure in networks
• Generating Clustered Journal Maps: An Automated System for Hierarchical Classification
• Search of Weighted Subgraphs on Complex Networks with Maximum Likelihood Methods
• A network theoretic study of ecological connectivity in Western Himalayas
• Inter-layer synchronization in non-identical multi-layer networks
• Validation of community robustness
• A System for Identifying and Visualizing Influential Communities
• Coevolution of Cooperation and Partner Rewiring Range in Spatial Social Networks
• Scalable Holistic Analysis of Multi-Source, Data-Intensive Problems Using Multilayered Networks
• Overlapping Community Detection by Local Decentralised Vertex-centred Process
• Ground state energy of $q$-state Potts model: the minimum modularity
• EqRank: Theme Evolution in Citation Graphs
• CitNetExplorer: A new software tool for analyzing and visualizing citation networks
• A Flexible Fitness Function for Community Detection in Complex Networks
• Overlapping Community Detection Optimization and Nash Equilibrium
• Continuous-time random walk model of relaxation of two-state systems
• The anatomy of urban social networks and its implications in the searchability problem
• Distributed Community Detection with the WCC Metric
• RKappa: Statistical sampling suite for Kappa models
• Dispersing Instant Social Video Service Across Multiple Clouds
• 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
• Cerebral functional connectivity periodically (de)synchronizes with anatomical constraints
• Topological effects of data incompleteness of gene regulatory networks
• The conundrum of functional brain networks: small-world efficiency or fractal modularity
• Relational Data Mining Through Extraction of Representative Exemplars
• Communities in Affiliation Networks with Attitudunal Actors
• Cognitive network structure: an experimental study
• On the Analysis of a Label Propagation Algorithm for Community Detection
• A Threshold For Clusters in Real-World Random Networks
• A systematic empirical comparison of different approaches for normalizing citation impact indicators
• Evaluating community structure in large network with random walks
• Constant Communities in Complex Networks
• Note on the Complex Networks and Epidemiology Part I: Complex Networks
• Potential Networks, Contagious Communities, and Understanding Social Network Structure
• MODULAR: Software for the Autonomous Computation of Modularity in Large Network Sets
• Community Structure and Topical Differentiation in European RTD Collaborations
• A Reconstruction algorithm for an unknown network
• Bio-inspired Methods for Dynamic Network Analysis in Science Mapping
• Beyond the Expanders
• A mean-field analysis of community structure in social and kin networks
• Hierarchical modularity of nested bow-ties in metabolic networks
• A numerical trip to social psychology: long-living states of cognitive dissonance
• Some recent attempts to simulate the Heider balance problem
• A two-layer team-assembly model for invention networks
• Three faces of metabolites: Pathways, localizations and network positions
• The Number of Spanning Trees in Apollonian Networks
• Finding New Order in Biological Functions from the Network Structure of Gene Annotations
• Community Structure in Interaction Web Service Networks