Community detection in graphs

Abstract

The modern science of networks has brought significant advances to our understanding of complex systems. One of the most relevant features of graphs representing real systems is community structure, or clustering, i. e. the organization of vertices in clusters, with many edges joining vertices of the same cluster and comparatively few edges joining vertices of different clusters. Such clusters, or communities, can be considered as fairly independent compartments of a graph, playing a similar role like, e. g., the tissues or the organs in the human body. Detecting communities is of great importance in sociology, biology and computer science, disciplines where systems are often represented as graphs. This problem is very hard and not yet satisfactorily solved, despite the huge effort of a large interdisciplinary community of scientists working on it over the past few years. We will attempt a thorough exposition of the topic, from the definition of the main elements of the problem, to the presentation of most methods developed, with a special focus on techniques designed by statistical physicists, from the discussion of crucial issues like the significance of clustering and how methods should be tested and compared against each other, to the description of applications to real networks.

Review article. 103 pages, 42 figures, 2 tables. Two sections expanded + minor modifications. Three figures + one table + references added. Final version published in Physics Reports

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• Multiscale characterization of recurrence-based phase space networks constructed from time series
• Mapping flows on hypergraphs
• Community structure and the evolution of interdisciplinarity in Slovenia's scientific collaboration network
• Uncovering the community structure associated with the diffusion dynamics of networks
• Deep Community Detection
• Network Analysis in the Legal Domain: A complex model for European Union legal sources
• Structure of complex networks: Quantifying edge-to-edge relations by failure-induced flow redistribution
• Topologically biased random walk with application for community finding in networks
• The strength of strong ties in scientific collaboration networks
• The role of endogenous and exogenous mechanisms in the formation of R&D networks
• Diffusion geometry unravels the emergence of functional clusters in collective phenomena
• Adapting the Stochastic Block Model to Edge-Weighted Networks
• Covariance, correlation matrix and the multi-scale community structure of networks
• A Spectral Framework for Anomalous Subgraph Detection
• Network Geometry and Complexity
• Exploring the solution landscape enables more reliable network community detection
• Revealing cell assemblies at multiple levels of granularity
• Characterizing the analogy between hyperbolic embedding and community structure of complex networks
• Graph-based data clustering via multiscale community detection
• Magnetic eigenmaps for community detection in directed networks
• State and Network Structures of Stock Markets around the Global Financial Crisis
• Markov random walk under constraint for discovering overlapping communities in complex networks
• Multi-scale Modularity in Complex Networks
• A Survey on Theoretical Advances of Community Detection in Networks
• Metabolic robustness and network modularity: A model study
• Using Triangles to Improve Community Detection in Directed Networks
• Costly hide and seek pays: Unexpected consequences of deceit in a social dilemma
• Networking - A Statistical Physics Perspective
• Correlation-based feature selection to identify functional dynamics in proteins
• Protein multi-scale organization through graph partitioning and robustness analysis: Application to the myosin-myosin light chain interaction
• Community detection in networks without observing edges
• Partitioning Well-Clustered Graphs: Spectral Clustering Works!
• Graph Structure Learning for Robust Graph Neural Networks
• Improved Graph Clustering
• Co-clustering separately exchangeable network data
• Multiscale dynamical embeddings of complex networks
• Communities in Networks
• Four Years of FAccT: A Reflexive, Mixed-Methods Analysis of Research Contributions, Shortcomings, and Future Prospects
• Voting Behavior, Coalitions and Government Strength through a Complex Network Analysis
• Merge-split Markov chain Monte Carlo for community detection
• Optimal randomized classification trees
• Accelerating Community Detection by Using K-core Subgraphs
• IEDC: An Integrated Approach for Overlapping and Non-overlapping Community Detection
• Master equation analysis of mesoscopic localization in contagion dynamics on higher-order networks
• Community detection in networks using graph embeddings
• Complex Networks and Symmetry I: A Review
• Community Detection in Complex Networks Using Density-based Clustering Algorithm
• Artificial Benchmark for Community Detection (ABCD): Fast Random Graph Model with Community Structure
• Explosive spreading on complex networks: the role of synergy
• Typology of phase transitions in Bayesian inference problems
• Phase transitions in random Potts systems and the community detection problem: spin-glass type and dynamic perspectives
• Community detection in networks with unequal groups
• Hierarchical communities in the walnut structure of the Japanese production network
• Towards realistic artificial benchmark for community detection algorithms evaluation
• Universality of Performance Indicators based on Citation and Reference Counts
• Spatial patterns of close relationships across the lifespan
• The distance backbone of complex networks
• Lessons Learned from Applying Social Network Analysis on an Industrial Free/Libre/Open Source Software Ecosystem
• Network analysis of the Íslendinga sögur - the Sagas of Icelanders
• Community Detection with Side Information: Exact Recovery under the Stochastic Block Model
• Network community-based model reduction for vortical flows
• Fast consensus clustering in complex networks
• How to Create an Innovation Accelerator
• Network Representation Learning: A Survey
• A Framework for the Construction of Generative Models for Mesoscale Structure in Multilayer Networks
• Identifying the structural discontinuities of human interactions
• The interplay of microscopic and mesoscopic structure in complex networks
• Using higher-order Markov models to reveal flow-based communities in networks
• Data Placement and Replica Selection for Improving Co-location in Distributed Environments
• Dynamics on Modular Networks with Heterogeneous Correlations
• Stability of spontaneous, correlated activity in mouse auditory cortex
• Detecting Overlapping Communities in Networks Using Spectral Methods
• Structure and Overlaps of Communities in Networks
• Ubiquitousness of link-density and link-pattern communities in real-world networks
• Enhancing Crystal Structure Prediction by decomposition methods based on graph theory
• Spectral properties of the Google matrix of the World Wide Web and other directed networks
• Compression of Flow Can Reveal Overlapping-Module Organization in Networks
• Network structure of subway passenger flows
• Robust Detection of Hierarchical Communities from Escherichia coli Gene Expression Data
• Complex Quantum Networks: a Topical Review
• A Biased Review of Biases in Twitter Studies on Political Collective Action
• Detecting communities of triangles in complex networks using spectral optimization
• Followers Are Not Enough: A Question-Oriented Approach to Community Detection in Online Social Networks
• Mesoscopic Community Structure of Financial Markets Revealed by Price and Sign Fluctuations
• 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
• A Survey on the Densest Subgraph Problem and Its Variants
• Post-processing partitions to identify domains of modularity optimization
• Networks of motifs from sequences of symbols
• Fast counting with tensor networks
• Best Friends Forever (BFF): Finding Lasting Dense Subgraphs
• Epidemic spreading on modular networks: The fear to declare a pandemic
• Systematic evaluation of a new combinatorial curvature for complex networks
• Network structure, metadata and the prediction of missing nodes and annotations
• DEMON: a Local-First Discovery Method for Overlapping Communities
• AEGCN: An Autoencoder-Constrained Graph Convolutional Network
• Quantitative Analysis of Bloggers Collective Behavior Powered by Emotions
• Hypergraph Clustering Based on PageRank
• Discrete Ricci curvatures for directed networks
• Graph Coloring with Physics-Inspired Graph Neural Networks
• Core-Periphery Structure in Directed Networks
• Mesoscopic analysis of online social networks - The role of negative ties
• Message passing methods on complex networks
• Beyond ranking nodes: Predicting epidemic outbreak sizes by network centralities
• Influence of Reciprocal links in Social Networks
• Word sense induction using word embeddings and community detection in complex networks
• Revealing In-Block Nestedness: detection and benchmarking
• Limitation of multi-resolution methods in community detection
• Hypergraphx: a library for higher-order network analysis
• Detecting Communities in Networks by Merging Cliques
• The effect of anti-COVID-19 policies to the evolution of the disease: A complex network analysis to the successful case of Greece
• A testing based extraction algorithm for identifying significant communities in networks
• Brexit and bots: characterizing the behaviour of automated accounts on Twitter during the UK election
• Network community detection using modularity density measures
• Communities unfolding in multislice networks
• Random walks in modular scale-free networks with multiple traps
• Multilevel Hierarchical Kernel Spectral Clustering for Real-Life Large Scale Complex Networks
• DeepCas: an End-to-end Predictor of Information Cascades
• Extracting significant signal of news consumption from social networks: the case of Twitter in Italian political elections
• Detecting social (in)stability in primates from their temporal co-presence network
• Groupwise information sharing promotes ingroup favoritism in indirect reciprocity
• Development of modularity in the neural activity of children's brains
• Revealing consensus and dissensus between network partitions
• Entropy distribution and condensation in random networks with a given degree distribution
• Graphulo: Linear Algebra Graph Kernels for NoSQL Databases
• Graph cluster randomization: network exposure to multiple universes
• Online detection of temporal communities in evolving networks by estrangement confinement
• A Replica Inference Approach to Unsupervised Multi-Scale Image Segmentation
• Stochastic block model and exploratory analysis in signed networks
• Measuring Significance of Community Structure in Complex Networks
• Multilayer Network Science: from Cells to Societies
• A model of spreading of sudden events on social networks
• Identifying communities by influence dynamics in social networks
• Forensic Analysis of Phone Call Networks
• Opinion formation driven by PageRank node influence on directed networks
• Detecting Cohesive and 2-mode Communities in Directed and Undirected Networks
• Phase Transitions in Spectral Community Detection
• Fast and accurate determination of modularity and its effect size
• Disentangling homophily, community structure and triadic closure in networks
• Coordinating Truck Platooning by Clustering Pairwise Fuel-Optimal Plans
• Efficient community-based control strategies in adaptive networks
• Tsallis information dimension of complex networks
• Community Detection in Quantum Complex Networks
• Discrete-time quantum walk on complex networks for community detection
• Tie Strength Distribution in Scientific Collaboration Networks
• Predicting Successful Memes using Network and Community Structure
• Granularity of algorithmically constructed publication-level classifications of research publications: Identification of topics
• Extraction of hidden information by efficient community detection in networks
• Multi-resolution community detection based on generalized self-loop rescaling strategy
• Community consistency determines the stability transition window of power-grid nodes
• Finding network communities using modularity density
• Joint community and anomaly tracking in dynamic networks
• Two's company, three (or more) is a simplex: Algebraic-topological tools for understanding higher-order structure in neural data
• An Empirical Study of the Relation Between Community Structure and Transitivity
• Communities and beyond: mesoscopic analysis of a large social network with complementary methods
• Community detection using boundary nodes in complex networks
• Reconstructing networks
• Edge Label Inference in Generalized Stochastic Block Models: from Spectral Theory to Impossibility Results
• Detecting community structure in networks using edge prediction methods
• Integrating Prior Knowledge in Mixed Initiative Social Network Clustering
• Cross-border Portfolio Investment Networks and Indicators for Financial Crises
• Joint embedding of structure and features via graph convolutional networks
• Distinguishing manipulated stocks via trading network analysis
• Cross-validation estimate of the number of clusters in a network
• In a World That Counts: Clustering and Detecting Fake Social Engagement at Scale
• A State of the Art of Word Sense Induction: A Way Towards Word Sense Disambiguation for Under-Resourced Languages
• Spatiotemporal data analysis with chronological networks
• A paradox in community detection
• Configuration model for correlation matrices preserving the node strength
• Detection of money laundering groups using supervised learning in networks
• Efficient Estimation of Heat Kernel PageRank for Local Clustering
• Random walks on complex networks with first-passage resetting
• Quantum Sampling Algorithms for Near-Term Devices
• Universality of the stochastic block model
• Super-resolution community detection for layer-aggregated multilayer networks
• Binary birth-death dynamics and the expansion of cooperation by means of self-organized growth
• Tracking and Predicting Evolution of Social Communities
• Layer Communities in Multiplex Networks
• Network positions in active learning environments in physics
• Functional brain modules reconfigure at multiple scales across the human lifespan
• Climatic seasonality may affect ecological network structure: Food webs and mutualistic networks
• Clustering Phase Transitions and Hysteresis: Pitfalls in Constructing Network Ensembles
• Identifying vortical network connectors for turbulent flow modification
• Multiplexity versus correlation: the role of local constraints in real multiplexes
• Structure controllability of complex network based on preferential matching
• Leveraging disjoint communities for detecting overlapping community structure
• Three-state opinion dynamics in modular networks
• AdaGCN: Adaboosting Graph Convolutional Networks into Deep Models
• Maximal entropy random walk in community finding
• Spectral density of random graphs with topological constraints
• Finding role communities in directed networks using Role-Based Similarity, Markov Stability and the Relaxed Minimum Spanning Tree
• Different approaches to community detection
• Quantum caustics in resonance fluorescence trajectories
• The role of modularity in self-organisation dynamics in biological networks
• Systemic risk assessment through high order clustering coefficient
• Impact of hierarchical modular structure on ranking of individual nodes in directed networks
• Computational Lower Bounds for Community Detection on Random Graphs
• Limitations in the spectral method for graph partitioning: detectability threshold and localization of eigenvectors
• Faulting of rocks at three-dimensional stress field by micro-anticracks
• Network Structure, Topology and Dynamics in Generalized Models of Synchronization
• Overlapping community detection in signed networks
• Modularity functions maximization with nonnegative relaxation facilitates community detection in networks
• Mesoscale analyses of fungal networks as an approach for quantifying phenotypic traits
• Overlapping Community Discovery Methods: A Survey
• Community Detection with and without Prior Information
• Large Graph Analysis in the GMine System
• Genetic Algorithm with a Local Search Strategy for Discovering Communities in Complex Networks
• Coarse Graining for Synchronization in Directed Networks
• The inherent community structure of hyperbolic networks
• Network Modularity Controls the Speed of Information Diffusion
• Driving interconnected networks to supercriticality
• Vertex nomination schemes for membership prediction
• Detecting Lagrangian coherent structures from sparse and noisy trajectory data
• A nonparametric two-sample hypothesis testing problem for random dot product graphs
• Cycle representatives for the coarse-graining of systems driven into a non-equilibrium steady state
• Hierarchical benchmark graphs for testing community detection algorithms
• Synwalk -- Community Detection via Random Walk Modelling
• Topic segmentation via community detection in complex networks
• Parallel Index-Based Structural Graph Clustering and Its Approximation
• Spreading paths in partially observed social networks
• A generalised significance test for individual communities in networks
• Exponential random graph models for networks with community structure
• ${\ell }_p$-Spread and Restricted Isometry Properties of Sparse Random Matrices
• Uncovering the Small Community Structure in Large Networks: A Local Spectral Approach
• Finding communities in sparse networks
• Revealing Multiple Layers of Hidden Community Structure in Networks
• Grand canonical validation of the bipartite International Trade Network
• Higher-order Spectral Clustering for Heterogeneous Graphs
• Community detection in directed acyclic graphs
• q-state Potts model on the Apollonian network
• Identification of Group Changes in Blogosphere
• PeerHunter: Detecting Peer-to-Peer Botnets through Community Behavior Analysis
• Multilayer patent citation networks: A comprehensive analytical framework for studying explicit technological relationships
• Community core detection in transportation networks
• Graphical notation reveals topological stability criteria for collective dynamics in complex networks
• Estimating Causal Peer Influence in Homophilous Social Networks by Inferring Latent Locations
• Complex Systems Science: Dreams of Universality, Reality of Interdisciplinarity
• Extension of Modularity Density for Overlapping Community Structure
• Information dynamics algorithm for detecting communities in networks
• Universal Phase Transition in Community Detectability under a Stochastic Block Model
• Detecting Overlapping Temporal Community Structure in Time-Evolving Networks
• The Interplay Between Dynamics and Networks: Centrality, Communities, and Cheeger Inequality
• Map Equation Centrality: Community-aware Centrality based on the Map Equation
• Meta-validation of bipartite network projections
• Efficient local behavioral change strategies to reduce the spread of epidemics in networks
• Granularity of algorithmically constructed publication-level classifications of research publications: Identification of specialties
• Dynamical origins of the community structure of multi-layer societies
• Demarcating Geographic Regions using Community Detection in Commuting Networks with Significant Self-Loops
• Representative community divisions of networks
• Ensemble nonequivalence in random graphs with modular structure
• Extracting tag hierarchies
• Introduction to correlation networks: Interdisciplinary approaches beyond thresholding
• Slow dynamics and rare-region effects in the contact process on weighted tree networks
• 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
• A Unified Method of Detecting Core-Periphery Structure and Community Structure in Networks
• Memetic search for overlapping topics based on a local evaluation of link communities
• Community detection in bipartite networks using weighted symmetric binary matrix factorization
• Hierarchical mutual information for the comparison of hierarchical community structures in complex networks
• Community Detection in Networks using Graph Distance
• Network nestedness as generalized core-periphery structures
• Equitable random graphs
• Synchronization over $Z_2$ and community detection in multiplex signed networks with constraints
• A new measure for community structures through indirect social connections
• Entropic one-class classifiers
• Improving the performance of algorithms to find communities in networks
• Flow stability for dynamic community detection
• Spectral Clustering with Epidemic Diffusion
• LabelRank: A Stabilized Label Propagation Algorithm for Community Detection in Networks
• Information content: assessing meso-scale structures in complex networks
• Achieving Exact Cluster Recovery Threshold via Semidefinite Programming
• Dynamical robustness of network of oscillators
• Social and place-focused communities in location-based online social networks
• Group detection in complex networks: An algorithm and comparison of the state of the art
• Spectral Clustering for Multiple Sparse Networks: I
• Network Embedding: An Overview
• Community Detection in Dynamic Networks via Adaptive Label Propagation
• Bridging the gap between graphs and networks
• Predicting disease-related genes by path-based similarity and community structure in protein-protein interaction network
• Revealing travel patterns and city structure with taxi trip data
• Effective and Scalable Clustering on Massive Attributed Graphs
• Topology of space of periodic ground states in antiferromagnetic Ising and Potts models in selected spatial structures
• Combinatorial approach to Modularity
• A place-focused model for social networks in cities
• GraphSAC: Detecting anomalies in large-scale graphs
• Sustainable Development Goals as unifying narratives in large UK firms' Twitter discussions
• How to estimate epidemic risk from incomplete contact diaries data?
• Explicitly Linking Regional Activation and Function Connectivity: Community Structure of Weighted Networks with Continuous Annotation
• Self-initiated behavioural change and disease resurgence on activity-driven networks
• Optimizing Generalized PageRank Methods for Seed-Expansion Community Detection
• A linear streaming algorithm for community detection in very large networks
• Cell assembly dynamics of sparsely-connected inhibitory networks: a simple model for the collective activity of striatal projection neurons
• Irreducible network backbones: unbiased graph filtering via maximum entropy
• RobustECD: Enhancement of Network Structure for Robust Community Detection
• Generalized friendship paradox in networks with tunable degree-attribute correlation
• Modularity and the spread of perturbations in complex dynamical systems
• A Comparison of Blocking Methods for Record Linkage
• Extracting Complements and Substitutes from Sales Data: A Network Perspective
• Visualization of Co-Readership Patterns from an Online Reference Management System
• Identification of Overlapping Communities via Constrained Egonet Tensor Decomposition
• Hierarchical organization of brain functional network during visual task
• Dynamical evolution of the community structure of complex earthquake network
• Time evolution of Wikipedia network ranking
• Walk modularity and community structure in networks
• A Personalized Recommender System for Pervasive Social Networks
• Multilayer Networks for Text Analysis with Multiple Data Types
• Random Spatial Network Models with Core-Periphery Structure
• Enhancing community detection by local structural information
• Modular organization of cancer signaling networks is associated with patient survivability
• The emergent integrated network structure of scientific research
• Spectral gap in random bipartite biregular graphs and applications
• A Map Equation with Metadata: Varying the Role of Attributes in Community Detection
• Community detection in networks via nonlinear modularity eigenvectors
• Mesoscopic analysis of networks: applications to exploratory analysis and data clustering
• Efficient learning strategy of Chinese characters based on network approach
• Community structure in the World Trade Network based on communicability distances
• Atmospheric reaction systems as null-models to identify structural traces of evolution in metabolism
• Identifying multi-scale communities in networks by asymptotic surprise
• Scaling theory of fractal complex networks
• Core of communities in bipartite networks
• Gene communities in co-expression networks across different tissues
• Reconstructing mesoscale network structures
• GRADOOP: Scalable Graph Data Management and Analytics with Hadoop
• Identifying Influential Spreaders of Epidemics on Community Networks
• Modular structure in C. elegans neural network and its response to external localized stimuli
• Community Recovery in Graphs with Locality
• Dense networks with scale-free feature
• CS-MLGCN : Multiplex Graph Convolutional Networks for Community Search in Multiplex Networks
• Closed benchmarks for network community structure characterization
• Correlated bursts in temporal networks slow down spreading
• Detection and localization of change points in temporal networks with the aid of stochastic block models
• Simplex2Vec embeddings for community detection in simplicial complexes
• Artificial Benchmark for Community Detection with Outliers (ABCD+o)
• Co-community Structure in Time-varying Networks
• Detecting Community Structure in Dynamic Social Networks Using the Concept of Leadership
• Acoustic-Friction Networks and the Evolution of Precursory Rupture Fronts in Laboratory Earthquakes
• Community detection in multiplex networks using locally adaptive random walks
• Graph Filters and the Z-Laplacian
• Ant Colony Optimization with a New Random Walk Model for Community Detection in Complex Networks
• A Generalized and Adaptive Method for Community Detection
• On the evolution of a social network
• Quantum walks on complex networks with connection instabilities and community structure
• Sampling promotes community structure in social and information networks
• Effects of city-size heterogeneity on epidemic spreading in a metapopulation: A reaction-diffusion approach
• Discovering Network Structure Beyond Communities
• Patterns of trading profiles at the Nordic Stock Exchange. A correlation-based approach
• Structure and inference in hypergraphs with node attributes
• CS-TGN: Community Search via Temporal Graph Neural Networks
• Lower bound of assortativity coefficient in scale-free networks
• Cycle and flow trusses in directed networks
• ONBRA: Rigorous Estimation of the Temporal Betweenness Centrality in Temporal Networks
• Spatial correlations in attribute communities
• Center-Periphery Structure in Communities: Extracellular Vesicles
• Floridian high-voltage power-grid network partitioning and cluster optimization using simulated annealing
• The multilayer architecture of the global input-output network and its properties
• Optimal modularity for nucleation in network-organized Ising model
• Identifying hidden coalitions in the US House of Representatives by optimally partitioning signed networks based on generalized balance
• Algorithmic detectability threshold of the stochastic block model
• Consistency landscape of network communities
• Community detection using preference networks
• Co-Clustering via Information-Theoretic Markov Aggregation
• Discovering the hidden community structure of public transportation networks
• Network Detection Theory and Performance
• Hierarchical clustering for graph visualization
• Bayesian Discovery of Threat Networks
• A graph clustering approach to localization for adaptive covariance tuning in data assimilation based on state-observation mapping
• Network communities within and across borders
• Maximizing Barber's bipartite modularity is also hard
• Impact of perception models on friendship paradox and opinion formation
• Evolution of Coordination in Social Networks: A Numerical Study
• Modularity and Projection of Bipartite Networks
• Temporal and structural heterogeneities emerging in adaptive temporal networks
• Emergence of scale-free close-knit friendship structure in online social networks
• Identifying Overlapping and Hierarchical Thematic Structures in Networks of Scholarly Papers: A Comparison of Three Approaches
• Characterization of graphs for protein structure modeling and recognition of solubility
• Internet Topology over Time
• Community detection by spectral methods in multi-layer networks
• Critical stretching of mean-field regimes in spatial networks
• Uncovering functional brain signature via random matrix theory
• Defining Least Community as a Homogeneous Group in Complex Networks
• SHREC 2021: Retrieval and classification of protein surfaces equipped with physical and chemical properties
• Multi-attribute community detection in International Trade Network
• Networks with arbitrary edge multiplicities
• Bursty egocentric network evolution in Skype
• Discovering link communities in complex networks by exploiting link dynamics
• Optimization policy for file replica placement in fog domains
• Tracing the Evolution of Physics on the Backbone of Citation Networks
• A Fast and Efficient Incremental Approach toward Dynamic Community Detection
• Detecting mesoscale structures by surprise
• Universal productivity patterns in research careers
• Random walks on complex networks with multiple resetting nodes: a renewal approach
• A unified data representation theory for network visualization, ordering and coarse-graining
• A similarity-based community detection method with multiple prototype representation
• Quantum Local Search with the Quantum Alternating Operator Ansatz
• Line graphs as social networks
• Model-independent methods for embedding directed networks into Euclidean and hyperbolic spaces
• Exact Solution for Statics and Dynamics of Maximal Entropy Random Walk on Cayley Trees
• Emergence of online communities: Empirical evidence and theory
• Metabolic network modularity arising from simple growth processes
• Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few Labels
• Network clustering and community detection using modulus of families of loops
• Characterization of the community structure in a large-scale production network in Japan
• Time allocation in social networks: correlation between social structure and human communication dynamics
• Relational flexibility of network elements based on inconsistent community detection
• Graph-Based Approaches to Clustering Network-Constrained Trajectory Data
• Using link and content over time for embedding generation in Dynamic Attributed Networks
• Ground truth? Concept-based communities versus the external classification of physics manuscripts
• A framework to generate hypergraphs with community structure
• Emergence of complex structures from nonlinear interactions and noise in coevolving networks
• Seeding for pervasively overlapping communities
• Power-law relations in random networks with communities
• USER: Unsupervised Structural Entropy-based Robust Graph Neural Network
• Fluctuations analysis in complex networks modeled by hidden variable models. Necessity of a large cut-off in hidden-variable models
• Non-Markovian Majority-Vote model
• Reading the Source Code of Social Ties
• CSfM: Community-based Structure from Motion
• Multi-Scale Factor Analysis of High-Dimensional Brain Signals
• Self-isolation or borders closing: what prevents epidemic spreading better?
• Mobile phone data analytics against the COVID-19 epidemics in Italy: flow diversity and local job markets during the national lockdown
• Dynamics in online social networks
• Fuzzy Overlapping Community Quality Metrics
• Anomaly detection and community detection in networks
• On converting community detection algorithms for fuzzy graphs in Neo4j
• Multi-resolution community detection in massive networks
• Spectral matrix methods for partitioning power grids: Applications to the Italian and Floridian high-voltage networks
• Evolution of direct reciprocity in group-structured populations
• Temporal visitation patterns of points of interest in cities on a planetary scale: a network science and machine learning approach
• Hierarchical core-periphery structure in networks
• A review of geometric, topological and graph theory apparatuses for the modeling and analysis of biomolecular data
• Inference of the sparse kinetic Ising model using the decimation method
• Pattern-detection in the global automotive industry: a manufacturer-supplier-product network analysis
• Coupled Graphs and Tensor Factorization for Recommender Systems and Community Detection
• Overcoming Language Variation in Sentiment Analysis with Social Attention
• Measuring Directed Triadic Closure with Closure Coefficients
• Community detection by label propagation with compression of flow
• Detecting Communities in Tripartite Hypergraphs
• Learning to Drop: Robust Graph Neural Network via Topological Denoising
• Finding overlapping communities in multiplex networks
• Quantum Sampling Algorithms, Phase Transitions, and Computational Complexity
• Geo-Social Group Queries with Minimum Acquaintance Constraint
• Kernel k-Groups via Hartigan's Method
• Watset: Local-Global Graph Clustering with Applications in Sense and Frame Induction
• The Multi-Scale Network Landscape of Collaboration
• Discovering Patterns in Time-Varying Graphs: A Triclustering Approach
• Systems Applications of Social Networks
• Identifying the Community Roles of Social Capitalists in the Twitter Network
• HONE: Higher-Order Network Embeddings
• Insights from Graph Theory on the Morphologies of Actomyosin Networks with Multilinkers
• Major Transitions in Political Order
• Variational Community Partition with Novel Network Structure Centrality Prior
• Deep Adversarial Network Alignment
• Fragmentation transition in a coevolving network with link-state dynamics
• Non-parametric resampling of random walks for spectral network clustering
• Micro, Meso, Macro: the effect of triangles on communities in networks
• Identifying Topical Twitter Communities via User List Aggregation
• Information Filtering on Coupled Social Networks
• Community detection with nodal information
• Cluster analysis of weighted bipartite networks: a new copula-based approach
• Comparative analysis on the selection of number of clusters in community detection
• Community detection and reciprocity in networks by jointly modeling pairs of edges
• Revisiting the Bethe-Hessian: Improved Community Detection in Sparse Heterogeneous Graphs
• Network analysis of named entity co-occurrences in written texts
• Scalable and Robust Community Detection with Randomized Sketching
• Signed Graph Analysis for the Interpretation of Voting Behavior
• Robustness of community structure to node removal
• Mesoscale symmetries explain dynamical equivalence of food webs
• Asymptotically efficient estimators for stochastic blockmodels: the naive MLE, the rank-constrained MLE, and the spectral
• Detection of core-periphery structure in networks by 3-tuple motifs
• Temporal stability of network partitions
• Graph-Based Machine Learning Improves Just-in-Time Defect Prediction
• Community detection for weighted bipartite networks
• Maximal-entropy random walk unifies centrality measures
• Correlated Stochastic Block Models: Exact Graph Matching with Applications to Recovering Communities
• Heuristic Modularity Maximization Algorithms for Community Detection Rarely Return an Optimal Partition or Anything Similar
• Growing hyperbolic networks beyond two dimensions: the generalised popularity-similarity optimisation model
• Community detection based on first passage probabilities
• Egomunities, Exploring Socially Cohesive Person-based Communities
• Julia Implementation of the Dynamic Distributed Dimensional Data Model
• Random intersection graphs with communities
• Intermediacy of publications
• Node mixing and group structure of complex software networks
• Entropy-based randomisation of rating networks
• A Generative Node-attribute Network Model for Detecting Generalized Structure
• An algebraic analysis of the graph modularity
• Entropy-based detection of Twitter echo chambers
• Asymptotic resolution bounds of generalized modularity and multi-scale community detection
• Community detection based on significance optimization in complex networks
• Active Learning for Community Detection in Stochastic Block Models
• Dynamics of link states in complex networks: The case of a majority rule
• Geometric Multiscale Community Detection: Markov Stability and Vector Partitioning
• Functional-Friction Networks: New Insights on the Laboratory Earthquakes
• Benefits of Bias: Towards Better Characterization of Network Sampling
• An Ant-Based Algorithm with Local Optimization for Community Detection in Large-Scale Networks
• A Study on Modularity Density Maximization: Column Generation Acceleration and Computational Complexity Analysis
• Communication and trust in the bounded confidence model
• Global disorder transition in the community structure of large-q Potts systems
• A Method for Characterizing Communities in Dynamic Attributed Complex Networks
• Clustering and Community Detection with Imbalanced Clusters
• Graph coarse-graining reveals differences in the module-level structure of functional brain networks
• #Brexit: Leave or Remain? The Role of User's Community and Diachronic Evolution on Stance Detection
• General Community Detection with Optimal Recovery Conditions for Multi-relational Sparse Networks with Dependent Layers
• Graph-based clustering of gamma-ray bursts
• Multiscale network renormalization: scale-invariance without geometry
• Spreading of localized attacks on spatial multiplex networks with a community structure
• Semantic flow in language networks
• Regularized Stochastic Block Model for robust community detection in complex networks
• Understanding Complex Systems: From Networks to Optimal Higher-Order Models
• From Ecology to Finance (and Back?): Recent Advancements in the Analysis of Bipartite Networks
• Chatty Maps: Constructing sound maps of urban areas from social media data
• Growing networks of overlapping communities with internal structure
• Efficiently Controllable Graphs
• Overlapping modularity at the critical point of k-clique percolation
• A central limit theorem for scaled eigenvectors of random dot product graphs
• The stability to instability transition in the structure of large scale networks
• Community structure revealed by phase locking
• Analysis of roles and groups in blogosphere
• A Method for Group Extraction and Analysis in Multilayer Social Networks
• Exact Algorithms for Finding Well-Connected 2-Clubs in Real-World Graphs: Theory and Experiments
• Block modelling in dynamic networks with non-homogeneous Poisson processes and exact ICL
• Multiscale mobility patterns and the restriction of human movement
• Identifying Correlation Clusters in Many-Body Localized Systems
• A Similarity Approach to Cities and Features
• Cycle Analysis of Directed Acyclic Graphs
• FedGL: Federated Graph Learning Framework with Global Self-Supervision
• Unfolding network communities by combining defensive and offensive label propagation
• Embedding and trajectories of temporal networks
• Course-Prerequisite Networks for Analyzing and Understanding Academic Curricula
• Structural dynamics of plant-pollinator mutualistic networks
• Total variation based community detection using a nonlinear optimization approach
• Information transfer in community structured multiplex networks
• Relevance of Negative Links in Graph Partitioning: A Case Study Using Votes From the European Parliament
• A community role approach to assess social capitalists visibility in the Twitter network
• Interpreting communities based on the evolution of a dynamic attributed network
• Fast and Scalable Analysis of Massive Social Graphs
• Community detection problem based on polarization measures:an application to Twitter: the COVID-19 case in Spain
• Preferential attachment with partial information
• Optimal Fully Dynamic $k$-Center Clustering for Adaptive and Oblivious Adversaries
• Resampling effects on significance analysis of network clustering and ranking
• Generalization of Clustering Agreements and Distances for Overlapping Clusters and Network Communities
• KCoreMotif: An Efficient Graph Clustering Algorithm for Large Networks by Exploiting k-core Decomposition and Motifs
• Temporal prediction of epidemic patterns in community networks
• Guiding Neuroevolution with Structural Objectives
• Spectral coarse graining for random walk in bipartite networks
• Mathematical and Algorithmic Analysis of Network and Biological Data
• Robustness modularity in complex networks
• Communities and classes in symmetric fractals
• 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
• Consistency of Spectral Clustering on Hierarchical Stochastic Block Models
• Diversifying Sparsity Using Variational Determinantal Point Processes
• Community detection based on "clumpiness" matrix in complex networks
• A unified framework for spectral clustering in sparse graphs
• Local community extraction in directed networks
• Explainable Recommendation: Theory and Applications
• Multiresolution Consensus Clustering in Networks
• Automatic Segmentation of Fluorescence Lifetime Microscopy Images of Cells Using Multi-Resolution Community Detection
• Maximally modular structure of growing hyperbolic networks
• Topics as Clusters of Citation Links to Highly Cited Sources: The Case of Research on International Relations
• Stylized facts in social networks: Community-based static modeling
• Community detection for networks with unipartite and bipartite structure
• On the Permanence of Vertices in Network Communities
• Community Detection in Partially Observable Social Networks
• Statistical test for detecting community structure in real-valued edge-weighted graphs
• Semi-supervised Graph Neural Networks for Pileup Noise Removal
• Colombian export capabilities: building the firms-products network
• Graph Encoder Ensemble for Simultaneous Vertex Embedding and Community Detection
• A Neural Network Approach to Joint Modeling Social Networks and Mobile Trajectories
• Unsupervised clustering analysis: a multiscale complex networks approach
• A generalized hypothesis test for community structure in networks
• The Study of Urban Residential's Public Space Activeness using Space-centric Approach
• Maximal modularity and the optimal size of parliaments
• Reduced network extremal ensemble learning (RenEEL) scheme for community detection in complex networks
• Null Models and Community Detection in Multi-Layer Networks
• Fragmenting networks by targeting collective influencers at a mesoscopic level
• Google matrix analysis of DNA sequences
• Complex systems: features, similarity and connectivity
• Finite size analysis of the detectability limit of the stochastic block model
• Geometry of the vacant set left by random walk on random graphs, Wright's constants, and critical random graphs with prescribed degrees
• Testing Community Structures for Hypergraphs
• Mapping the spectrum of 3D communities in human chromosome conformation capture data
• Hierarchical community detection by recursive partitioning
• Detecting the optimal number of communities in complex networks
• Ordered community structure in networks
• Efficient Bayesian Community Detection using Non-negative Matrix Factorisation
• Patterns of Emotional Blogging and Emergence of Communities: Agent-Based Model on Bipartite Networks
• Pairwise Covariates-adjusted Block Model for Community Detection
• A Survey of Community Search Over Big Graphs
• Latent Poisson models for networks with heterogeneous density
• Modularity in Multilayer Networks using Redundancy-based Resolution and Projection-based Inter-Layer Coupling
• State aggregations in Markov chains and block models of networks
• Comparison of Modules of Wild Type and Mutant Huntingtin and TP53 Protein Interaction Networks: Implications in Biological Processes and Functions
• Constrained High Dimensional Statistical Inference
• Mapping Flows on Bipartite Networks
• Random walks in unweighted and weighted modular scale-free networks with a perfect trap
• Double phase transition of the Ising model in core-periphery networks
• Modules in the metabolic network of E.coli with regulatory interactions
• Cycle flow based module detection in directed recurrence networks
• Flow-based Influence Graph Visual Summarization
• ImGAGN:Imbalanced Network Embedding via Generative Adversarial Graph Networks
• A Review of Spatial Network Insights and Methods in the Context of Planning: Applications, Challenges, and Opportunities
• Compression and the origins of Zipf's law of abbreviation
• Distribution of maximal clique size of the vertices for theoretical small-world networks and real-world networks
• iSIRA: Integrated Shift-Invert Residual Arnoldi Method for Graph Laplacian Matrices from Big Data
• A Review of Graph-Powered Data Quality Applications for IoT Monitoring Sensor Networks
• Communication cliques in mobile phone calling networks
• Robustness of community structure under edge addition
• Link community detection through global optimization and the inverse resolution limit of partition density
• PyGenStability: Multiscale community detection with generalized Markov Stability
• Prediction models for network-linked data
• Implicit models, latent compression, intrinsic biases, and cheap lunches in community detection
• Minimal paths between communities induced by geographical networks
• Extraction of Temporal Networks from Term Co-occurrences in Online Textual Sources
• Detecting and Localizing Anomalous Cliques in Inhomogeneous Networks using Egonets
• Time-sync Video Tag Extraction Using Semantic Association Graph
• Robustness of spectral methods for community detection
• Emergence and persistence of communities in coevolutionary networks
• Emergence of Clustering in an Acquaintance Model without Homophily
• Motif-Based Spectral Clustering of Weighted Directed Networks
• Knowledge Acquisition by Networks of Interacting Agents in the Presence of Observation Errors
• Eigenvector localization as a tool to study small communities in online social networks
• Multi-scale Laplacian community detection in heterogeneous networks
• Contrarian effects and echo chamber formation in opinion dynamics
• Detecting network communities beyond assortativity-related attributes
• A Multi-User Perspective for Personalized Email Communities
• Forecasting landslides using community detection on geophysical satellite data
• Analyzing Ideological Communities in Congressional Voting Networks
• Journal Maps, Interactive Overlays, and the Measurement of Interdisciplinarity on the Basis of Scopus Data (1996-2012)
• Community structure in co-inventor networks affects time to first citation for patents
• Circuit Design for Clique Problem and Its Implementation on Quantum Computer
• Group polarization, influence, and domination in online interaction networks: A case study of the 2022 Brazilian elections
• Dynamical heterogeneity and universality of power-grids
• Revealing latent factors of temporal networks for mesoscale intervention in epidemic spread
• Human Mobility and Predictability enriched by Social Phenomena Information
• Learning Communities in the Presence of Errors
• Evidential Communities for Complex Networks
• Empirical study of the role of the topology in spreading on communication networks
• Randomized spectral co-clustering for large-scale directed networks
• Structural patterns in complex systems using multidendrograms
• Higher-Order Spectral Clustering for Geometric Graphs
• Detecting Communities in Complex Networks using an Adaptive Genetic Algorithm and node similarity-based encoding
• Modular hierarchical and power-law small-world networks bear structural optima for minimal first passage times and cover time
• Performance of a community detection algorithm based on semidefinite programming
• Frustrated Random Walks: A Faster Algorithm to Evaluate Node Distances on Connected and Undirected Graphs
• Secure Friend Discovery via Privacy-Preserving and Decentralized Community Detection
• Community detection in sparse time-evolving graphs with a dynamical Bethe-Hessian
• Privacy Attacks on Network Embeddings
• Topological Feature Based Classification
• Generalized network community detection
• Detecting Localized Categorical Attributes on Graphs
• Communities as Well Separated Subgraphs With Cohesive Cores: Identification of Core-Periphery Structures in Link Communities
• Levy geometric graphs
• A useful criterion on studying consistent estimation in community detection
• Emerging communities in networks - a flow of ties
• Statistical clustering of temporal networks through a dynamic stochastic block model
• Quantifying interdisciplinary synergy in higher STEM education
• Decoding communities in networks
• Discovering the structure of complex networks by minimizing cyclic bandwidth sum
• Distributed Graph Clustering using Modularity and Map Equation
• Bayan Algorithm: Detecting Communities in Networks Through Exact and Approximate Optimization of Modularity
• Compressive spectral embedding: sidestepping the SVD
• Dual communities in spatial networks
• An Empirical Comparison of the Summarization Power of Graph Clustering Methods
• What do Vegans do in their Spare Time? Latent Interest Detection in Multi-Community Networks
• Generalized Markov stability of network communities
• Modeling power grids
• Additive Approximation Algorithms for Modularity Maximization
• Model-based clustering in networks with Stochastic Community Finding
• Nonlinear signaling on biological networks: the role of stochasticity and spectral clustering
• Energy Landscape for large average submatrix detection problems in Gaussian random matrices
• Scalable Spectral Algorithms for Community Detection in Directed Networks
• Graphical Analysis of Social Group Dynamics
• Non-overlapping community detection
• Structure constrained by metadata in networks of chess players
• Detecting cyber threats through social network analysis: short survey
• Space-Time Graph Modeling of Ride Requests Based on Real-World Data
• Detectability thresholds of general modular graphs
• Eigenvector dynamics under perturbation of modular networks
• Iterative embedding and reweighting of complex networks reveals community structure
• The Kato--Temple inequality and eigenvalue concentration with applications to graph inference
• Exact and rapid linear clustering of networks with dynamic programming
• Opinion dynamics on a group structured adaptive network
• Combinatorial Optimization by Decomposition on Hybrid CPU--non-CPU Solver Architectures
• Emergence of Long-Range Correlations in Random Networks
• Consistent Semi-Supervised Graph Regularization for High Dimensional Data
• Structured networks and coarse-grained descriptions: a dynamical perspective
• Topics in social network analysis and network science
• Criterions for locally dense subgraphs
• Community structure in real-world networks from a non-parametrical synchronization-based dynamical approach
• Community detection in weighted brain connectivity networks beyond the resolution limit
• Complex self-sustained oscillation patterns in modular excitable networks
• Centralities in complex networks
• Unsupervised Euclidean Distance Attack on Network Embedding
• Null-eigenvalue localization of quantum walks on real-world complex networks
• Statistical Mechanics of Semi-Supervised Clustering in Sparse Graphs
• The Hyperspherical Geometry of Community Detection: Modularity as a Distance
• Search for overlapped communities by parallel genetic algorithms
• The architecture of innovation: Tracking face-to-face interactions with ubicomp technologies
• Move ordering and communities in complex networks describing the game of go
• From graphs to signals and back: Identification of network structures using spectral analysis
• Mining the modular structure of protein interaction networks
• From fuzzy information to community detection: an approach to social networks analysis with soft information
• Pattern and Anomaly Detection in Urban Temporal Networks
• Discovering Nested Communities
• Spectral clustering via adaptive layer aggregation for multi-layer networks
• An Analysis of the Consequences of the General Data Protection Regulation (GDPR) on Social Network Research
• Sufficient conditions of endemic threshold on metapopulation networks
• pyBiblioNet: a Python library for a comprehensive network-based bibliometric analysis
• Community Structure in Industrial SAT Instances
• Rotated multifractal network generator
• A shadowing problem in the detection of overlapping communities: lifting the resolution limit through a cascading procedure
• Measuring the effect of node aggregation on community detection
• Edge Balance Ratio: Power Law from Vertices to Edges in Directed Complex Network
• Modelling community formation driven by the status of individual in a society
• Spectral partitioning in equitable graphs
• Weighted projected networks: mapping hypergraphs to networks
• Defining and Evaluating Network Communities based on Ground-truth
• A k-core Decomposition Framework for Graph Clustering
• Multiscale Evolutionary Perturbation Attack on Community Detection
• Clustering online social network communities using genetic algorithms
• Deepened Graph Auto-Encoders Help Stabilize and Enhance Link Prediction
• Overlapping Community Detection via Local Spectral Clustering
• CACTUS: a Comprehensive Abstraction and Classification Tool for Uncovering Structures
• Detectability of Macroscopic Structures in Directed Asymmetric Stochastic Block Model
• Making Communities Show Respect for Order
• Learning Multi-Stage Sparsification for Maximum Clique Enumeration
• Graphs without a partition into two proportionally dense subgraphs
• Generative models for local network community detection
• Graph Neural Network Encoding for Community Detection in Attribute Networks
• Online non-convex optimization with imperfect feedback
• Spatial distribution of graffiti: A complex network approach
• Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware
• Enhancing ensemble learning and transfer learning in multimodal data analysis by adaptive dimensionality reduction
• A Spectral Representation of Power Systems with Applications to Adaptive Grid Partitioning and Cascading Failure Localization
• The rise of populism and the reconfiguration of the German political space
• A Memetic Algorithm for the Minimum Conductance Graph Partitioning Problem
• Subnetwork Constraints for Tighter Upper Bounds and Exact Solution of the Clique Partitioning Problem
• The interplay between ranking and communities in networks
• Identifying bias in cluster quality metrics
• Detecting network communities via greedy expanding based on local superiority index
• Influence Maximization: Divide and Conquer
• Estimating the number of communities in weighted networks
• Exploring triad-rich substructures by graph-theoretic characterizations in complex networks
• Greedy routing optimisation in hyperbolic networks
• Interplay between Topology and Edge Weights in Real-World Graphs: Concepts, Patterns, and an Algorithm
• Evading Community Detection via Counterfactual Neighborhood Search
• Community Detection with the Map Equation and Infomap: Theory and Applications
• Message-Passing on Hypergraphs: Detectability, Phase Transitions and Higher-Order Information
• Differentially Private Online Community Detection for Censored Block Models: Algorithms and Fundamental Limits
• Identifying robust features of community structure in complex networks
• Network Community Detection on Metric Space
• Universal vulnerability in strong modular networks with various degree distributions between inequality and equality
• Inference of hidden structures in complex physical systems by multi-scale clustering
• 2SFGL: A Simple And Robust Protocol For Graph-Based Fraud Detection
• Group fairness without demographics using social networks
• Nonparametric Modeling of Higher-Order Interactions via Hypergraphons
• On Comparing and Enhancing Common Approaches to Network Community Detection
• Model-free hidden geometry of complex networks
• DomainNet: Homograph Detection for Data Lake Disambiguation
• A Monte-Carlo Approach to Lifespan Failure Performance Analysis of the Network Fabric in Modular Data Centers
• Nonparametric Bayesian models of hierarchical structure in complex networks
• Performance in the Courtroom: Automated Processing and Visualization of Appeal Court Decisions in France
• Jointly Clustering Rows and Columns of Binary Matrices: Algorithms and Trade-offs
• Incorporating Text Analysis into Evolution of Social Groups in Blogosphere
• Controllability Metrics, Limitations and Algorithms for Complex Networks
• Community Detection on Networks with Ricci Flow
• Local multiresolution order in community detection
• Obtaining Communities with a Fitness Growth Process
• Large subgraphs in pseudo-random graphs
• Ontologies and tag-statistics
• Partitioning Networks with Node Attributes by Compressing Information Flow
• Correlation Clustering with Noisy Partial Information
• Information Extraction from Larger Multi-layer Social Networks
• SVEN: Informative Visual Representation of Complex Dynamic Structure
• Clustering of Local Optima in Combinatorial Fitness Landscapes
• An Introduction to Community Detection in Multi-layered Social Network
• Extending modularity by capturing the similarity attraction feature in the null model
• Producing a Unified Graph Representation from Multiple Social Network Views
• AOC; Assembling Overlapping Communities
• Fast Path Localization on Graphs via Multiscale Viterbi Decoding
• New consistent and asymptotically normal estimators for random graph mixture models
• Community models for networks observed through edge nominations
• A Synthetic Network Generator for Covert Network Analytics
• Evolution of Communities with Focus on Stability
• Strong Consistency, Graph Laplacians, and the Stochastic Block Model
• A Method Based on Total Variation for Network Modularity Optimization using the MBO Scheme
• Community Detection in networks by Dynamical Optimal Transport Formulation
• Understanding news story chains using information retrieval and network clustering techniques
• Feedback arcs and node hierarchy in directed networks
• Comparing Graph Spectra of Adjacency and Laplacian Matrices
• Role-based Label Propagation Algorithm for Community Detection
• A Unified Framework for Community Detection and Network Representation Learning
• Time-Series Snapshot Network for Partner Recommendation: A Case Study on OSS
• CommPOOL: An Interpretable Graph Pooling Framework for Hierarchical Graph Representation Learning
• Clustering-based Automatic Construction of Legal Entity Knowledge Base from Contracts
• Graph clustering with Boltzmann machines
• A Review of Latent Space Models for Social Networks
• Learning Quadratic Games on Networks
• Boosting Multitask Learning on Graphs through Higher-Order Task Affinities
• Multiple Partitioning of Multiplex Signed Networks: Application to European Parliament Votes
• Fluid Communities: A Competitive, Scalable and Diverse Community Detection Algorithm
• Towards Integrated Glance To Restructuring in Combinatorial Optimization
• Habitat variability does not generally promote metabolic network modularity in flies and mammals
• Clustering in networks with the collapsed Stochastic Block Model
• Detection of hidden structures on all scales in amorphous materials and complex physical systems: basic notions and applications to networks, lattice systems, and glasses
• A Statistical Density-Based Analysis of Graph Clustering Algorithm Performance
• Uncovering Complex Overlapping Pattern of Communities in Large-scale Social Networks
• Finding a Large Submatrix of a Gaussian Random Matrix
• Low Cost Carriers induce specific and identifiable delay propagation patterns: an analysis of the EU and US systems
• Pesticide concentration monitoring: investigating spatio-temporal patterns in left censored data
• Active Community Detection in Massive Graphs
• Community Evolution
• Evolving community structure in the international pesticide trade networks
• Modular structure in labour networks reveals skill basins
• Community Detection in Networks: A Rough Sets and Consensus Clustering Approach
• Temporal Identification of Latent Communities on Twitter
• Network-theoretic modeling of fluid-structure interactions
• Detecting communities is hard, and counting them is even harder
• Survey of Graph Analysis Applications
• Meet me in the middle: The reunification of Germany's research network
• Community Structure Characterization
• Meso-scale obstructions to stability of 1D center manifolds for networks of coupled differential equations with symmetric Jacobian
• Learning Social Circles in Ego Networks based on Multi-View Social Graphs
• False positives using social cognitive mapping to identify childrens' peer groups
• Detecting Statistically Significant Communities
• On the Hardness of SAT with Community Structure
• The distribution of the number of node neighbors in random hypergraphs
• Generating surrogate temporal networks from mesoscale building blocks
• Community Detection Based on the $L_{\infty }$ convergence of eigenvectors in DCBM
• Parallel Toolkit for Measuring the Quality of Network Community Structure
• Vulnerable Connectivity Caused by Local Communities in Spatial Networks
• Fluctuations of motifs and non self-averaging in complex networks. A self- vs non-self-averaging phase transition scenario
• Mutual Information for the Stochastic Block Model by the Adaptive Interpolation Method
• Market Graph Clustering Via QUBO and Digital Annealing
• Active Learning for Hidden Attributes in Networks
• Reframing the S\&P500 Network of Stocks along the \nth{21} Century
• Modeling Social Networks with Overlapping Communities Using Hypergraphs and Their Line Graphs
• Statistical Limits of Convex Relaxations
• AutoBotCatcher: Blockchain-based P2P Botnet Detection for the Internet of Things
• Non-linear Attributed Graph Clustering by Symmetric NMF with PU Learning
• Optimal Bayesian clustering using non-negative matrix factorization
• Gene-based and semantic structure of the Gene Ontology as a complex network
• Role of inter-hemispheric connections in functional brain networks
• Efficient inference in stochastic block models with vertex labels
• Clustering attributed graphs: models, measures and methods
• Bayesian reconstruction of memories stored in neural networks from their connectivity
• Graph Embedding for Citation Recommendation
• Optimal Bayesian Estimation for Random Dot Product Graphs
• Community detection in bipartite signed networks is highly dependent on parameter choice
• Community detection by resistance distance: automation and benchmark testing
• Community detection analysis in wind speed-monitoring systems using mutual information-based complex network
• Stochastic fluctuations and the detectability limit of network communities
• Optimal timescale for community detection in growing networks
• 2PS: High-Quality Edge Partitioning with Two-Phase Streaming
• PINE: Universal Deep Embedding for Graph Nodes via Partial Permutation Invariant Set Functions
• Neural-prior stochastic block model
• Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge Graphs
• Time-dependent community structure in legislation cosponsorship networks in the Congress of the Republic of Peru
• Community detection in sparse latent space models
• Multilayer Modularity Belief Propagation To Assess Detectability Of Community Structure
• Overlapping community detection using superior seed set selection in social networks
• Structure and evolution of a European Parliament via a network and correlation analysis
• Stochastic Weighted Fractal Networks
• Explanation-Based Auditing
• Bayesian Overlapping Community Detection in Dynamic Networks
• Detecting a planted community in an inhomogeneous random graph
• DANI: A Fast Diffusion Aware Network Inference Algorithm
• Virtual Adversarial Training on Graph Convolutional Networks in Node Classification
• Regression adjustments for estimating the global treatment effect in experiments with interference
• Evaluating the role of risk networks on risk identification, classification and emergence
• Detectability of hierarchical communities in networks
• Machine Learning Analysis of Complex Networks in Hyperspherical Space
• Connectivity and Community Structure of Online and Register-based Social Networks
• On financial market correlation structures and diversification benefits across and within equity sectors
• Dynamic Graph Metrics: Tutorial, Toolbox, and Tale
• Graph Theoretical Analysis of local ultraluminous infrared galaxies and quasars
• On the Supermodularity of Active Graph-based Semi-supervised Learning with Stieltjes Matrix Regularization
• I will be there for you: six friends in a clique
• Scalable Semi-Supervised Learning over Networks using Nonsmooth Convex Optimization
• Copula-based analysis of the generalized friendship paradox in clustered networks
• Cluster formation and evolution in networks of financial market indices
• Membership in social networks and the application in information filtering
• F-FADE: Frequency Factorization for Anomaly Detection in Edge Streams
• A network community detection method with integration of data from multiple layers and node attributes
• When group level is different from the population level: an adaptive network with the Deffuant model
• Local, global and scale-dependent node roles
• Considerations about multistep community detection
• Extremes of Sums and Maxima with Application to Random Networks
• Finding spin glass ground states through deep reinforcement learning
• Combating fake news by empowering fact-checked news spread via topology-based interventions
• A General Definition of Network Communities and the Corresponding Detection Algorithm
• Flow-based Community Detection in Hypergraphs
• Topological aspects of the multi-language phases of the Naming Game on community-based networks
• Towards a robust algorithm to determine topological domains from colocalization data
• Consistency between ordering and clustering methods for graphs
• Comprehensive spectral approach for community structure analysis on complex networks
• COREATTACK: Breaking Up the Core Structure of Graphs
• Perturbation theory for evolution of cooperation on networks
• Shaping Communities out of Triangles
• Modularity-Based Clustering for Network-Constrained Trajectories
• The network architecture of value learning
• Less is More: Simple yet Effective Heuristic Community Detection with Graph Convolution Network
• The Atlas for the Aspiring Network Scientist
• A graph model for the clustering of dark matter halos
• Community detection in hypergraphs through hyperedge percolation
• BiMAT: a MATLAB(R) package to facilitate the analysis and visualization of bipartite networks
• Persistent Homology of Graph Embeddings
• Duality between Temporal Networks and Signals: Extraction of the Temporal Network Structures
• Gaining Insights on Student Course Selection in Higher Education with Community Detection
• Modeling resource consumption in the US air transportation system via minimum-cost percolation
• NISQ-ready community detection based on separation-node identification
• An Unsupervised Bayesian Neural Network for Truth Discovery in Social Networks
• Metrics for Community Analysis: A Survey
• Multiscale modeling of brain network organization
• Subsampling Spectral Clustering for Large-Scale Social Networks
• Learning Optimal Graph Filters for Clustering of Attributed Graphs
• Estimating Network Parameters for Selecting Community Detection Algorithms
• Food-bridging: a new network construction to unveil the principles of cooking
• Using Model-based Overlapping Seed Expansion to detect highly overlapping community structure
• Analytical approach to the generalized friendship paradox in networks with correlated attributes
• Visual Mining of Epidemic Networks
• Human Atlas: A Tool for Mapping Social Networks
• Towards Monetary Incentives in Social Q&A Services
• Exploring 3D community inconsistency in human chromosome contact networks
• Theory of Interface: Category Theory, Directed Networks and Evolution of Biological Networks
• The Stochastic Replica Approach to Machine Learning: Stability and Parameter Optimization
• Side Information in the Binary Stochastic Block Model: Exact Recovery
• Bibliometric Networks
• Modeling and Analysis of Information Communities
• Linking Through Time: Memory-Enhanced Community Discovery in Temporal Networks
• 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
• Detect opinion-based groups and reveal polarisation in survey data
• Fast community structure local uncovering by independent vertex-centred process
• Identification of LFT Structured Descriptor Systems with Slow and Non-uniform Sampling
• Approximate Spectral Clustering: Efficiency and Guarantees
• Characters and patterns of communities in networks
• Network approach towards understanding the crazing in glassy amorphous polymers
• Partition Refinement of Component Interaction Automata: Why Structure Matters More Than Size
• An Efficient Quadratic Penalty Method for a Class of Graph Clustering Problems
• Topologically protected synchronization in networks
• Tourists Profiling by Interest Analysis
• Router-level community structure of the Internet Autonomous Systems
• Stability of Maximum likelihood based clustering methods: exploring the backbone of classifications (Who is keeping you in that community?)
• Generalizations of Edge Overlap to Weighted and Directed Networks
• Fast Network Community Detection with Profile-Pseudo Likelihood Methods
• A new edge betweenness measure using a game theoretical approach: an application to hierarchical community detection
• Probing Black Hole Microstate Evolution with Networks and Random Walks
• Detecting Overlapping Link Communities by Finding Local Minima of a Cost Function with a Memetic Algorithm. Part 1: Problem and Method
• Ollivier Ricci-flow on weighted graphs
• Finding compact communities in large graphs
• Amortized Probabilistic Detection of Communities in Graphs
• Confidence sets in a sparse stochastic block model with two communities of unknown sizes
• Containment strategies after the first wave of COVID-19 using mobility data
• Multilayer Clustered Graph Learning
• Dynamic Community Detection into Analyzing of Wildfires Events
• YASCA: A collective intelligence approach for community detection in complex networks
• A Systematic Survey on Multi-relational Community Detection
• Phase transition in the controllability of temporal networks
• Understanding complexity via network theory: a gentle introduction
• Demographic and Structural Characteristics to Rationalize Link Formation in Online Social Networks
• Null models for multi-optimized large-scale network structures
• Representation Learning in Heterogeneous Professional Social Networks with Ambiguous Social Connections
• How opinion dynamics generates group hierarchies
• Community Detection for Power Systems Network Aggregation Considering Renewable Variability
• Region Detection in Markov Random Fields: Gaussian Case
• Entropic Spectral Learning for Large-Scale Graphs
• Decompositions of Triangle-Dense Graphs
• Monitoring dynamic networks: a simulation-based strategy for comparing monitoring methods and a comparative study
• Linear-time Hierarchical Community Detection
• Graph Clustering Via QUBO and Digital Annealing
• Communities and Patterns of Scientific collaboration
• Fast Approximate Spectral Clustering for Dynamic Networks
• GRM: Group Regularity Mobility Model
• Graph Embedding with Rich Information through Heterogeneous Network
• Revisiting Spectral Graph Clustering with Generative Community Models
• Bootstrapping under constraint for the assessment of group behavior in human contact networks
• Ensemble-Based Discovery of Disjoint, Overlapping and Fuzzy Community Structures in Networks
• Sandpile cascades on interacting tree-like networks
• Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering
• L-RCM: a method to detect connected components in undirected graphs by using the Laplacian matrix and the RCM algorithm
• Evaluating Overlapping Communities with the Conductance of their Boundary Nodes
• Detecting highly cyclic structure with complex eigenpairs
• Network Composition from Multi-layer Data
• On the visualization of the detected communities in dynamic networks: A case study of Twitter's network
• Emerging Frontiers of Neuroengineering: A Network Science of Brain Connectivity
• Stochastic graph Voronoi tessellation reveals community structure
• The parameterised complexity of computing the maximum modularity of a graph
• Functional brain networks: great expectations, hard times, and the big leap forward
• Representation Learning for Spatial Graphs
• Environmental versatility promotes modularity in genome-scale metabolic networks
• Blind Community Detection from Low-rank Excitations of a Graph Filter
• Fully Dynamic k-Center Clustering in Doubling Metrics
• Parallel Heuristics for Scalable Community Detection
• Diffusion in Networks With Overlapping Community Structure
• Partitioning Breaks Communities
• A Feasible Graph Partition Framework for Random Walks Implemented by Parallel Computing in Big Graph
• Language comparison via network topology
• On the Formation of Circles in Co-authorship Networks
• A Social Network Analysis of Articles on Social Network Analysis
• Parallel clustering with CFinder
• Clustering of tag-induced sub-graphs in complex networks
• Communities of Minima in Local Optima Networks of Combinatorial Spaces
• Transforming complex network to the acyclic one
• Bad Communities with High Modularity
• Testing Changes in Communities for the Stochastic Block Model
• The NOESIS Network-Oriented Exploration, Simulation, and Induction System
• Single-trajectory map equation
• Distributed Graph Clustering by Load Balancing
• Blind Extraction of Equitable Partitions from Graph Signals
• Outlier Edge Detection Using Random Graph Generation Models and Applications
• Graph Clustering with Density-Cut
• An iterative spectral algorithm for digraph clustering
• Low-rank Similarity Measure for Role Model Extraction
• Neural Stochastic Block Model & Scalable Community-Based Graph Learning
• Generic criticality of community structure in random graphs
• Network community detection via iterative edge removal in a flocking-like system
• A Tutorial on Graph Theory for Brain Signal Analysis
• Homophyly Networks -- A Structural Theory of Networks
• CoSeNet: A Novel Approach for Optimal Segmentation of Correlation Matrices
• Indirect Influences, Links Ranking, and Deconstruction of Networks
• Une nouvelle mesure pour l'évaluation des méthodes de détection de communautés
• An Empirical Study of Community Detection Algorithms on Social and Road Networks
• Topic-based Community Search over Spatial-Social Networks (Technical Report)
• Mining for Spatially-Near Communities in Geo-Located Social Networks
• Rôle communautaire des capitalistes sociaux dans Twitter
• When Does Bottom-up Beat Top-down in Hierarchical Community Detection?
• Robust Quantum Circuit for Clique Problem with Intermediate Qudits
• Efficient Algorithms for Generating Provably Near-Optimal Cluster Descriptors for Explainability
• Modularity in planted partition model
• ECHO: Encoding Communities via High-order Operators
• Semiparametric Nonlinear Bipartite Graph Representation Learning with Provable Guarantees
• A Generative Model for Exploring Structure Regularities in Attributed Networks
• Improved Learning in Evolution Strategies via Sparser Inter-Agent Network Topologies
• Community detection robustness of graph neural networks
• Non-Convex Exact Community Recovery in Stochastic Block Model
• Literature Survey on Finding Influential Communities in Large Scale Networks
• Data reliability in complex directed networks
• Unifying Modular and Core-Periphery Structure in Functional Brain Networks over Development
• A new method for quantifying network cyclic structure to improve community detection
• Revisiting Information Diffusion Beyond Explicit Social Ties: A Study of Implicit-Link Diffusion on Twitter
• struc2gauss: Structural Role Preserving Network Embedding via Gaussian Embedding
• Detecting Events of Daily Living Using Multimodal Data
• Copula Mixed-Membership Stochastic Blockmodel for Intra-Subgroup Correlations
• Inferring High Quality Co-Travel Networks
• Supervized Segmentation with Graph-Structured Deep Metric Learning
• Detecting hierarchical and overlapping network communities using locally optimal modularity changes
• Computational Human Dynamics
• Data clustering with edge domination in complex networks
• Asymptotics of the spectral radius for directed Chung-Lu random graphs with community structure
• Scalable Community Detection Using Quantum Hamiltonian Descent and QUBO Formulation
• The Emerging Scholarly Brain
• A Probabilistic Embedding Clustering Method for Urban Structure Detection
• Data clustering using stochastic block models
• Keyword Aware Influential Community Search in Large Attributed Graphs
• Node Embedding via Word Embedding for Network Community Discovery
• A Note on Community Trees in Networks
• Universal Approximation of Edge Density in Large Graphs
• Variable Partitioning for Distributed Optimization
• Sentiment-Driven Community Detection in a Network of Perfume Preferences
• Multiscale Community Mining in Networks Using Spectral Graph Wavelets
• Learning Graph Filters for Structure-Function Coupling based Hub Node Identification
• Community Structure Recovery and Interaction Probability Estimation for Gossip Opinion Dynamics
• Using Social Network Information in Bayesian Truth Discovery
• Friction and Pressure-Dependence of Force Chain Communities in Granular Materials
• MeetupNet Dublin: Discovering Communities in Dublin's Meetup Network
• Terminal-Set-Enhanced Community Detection in Social Networks
• Normalized topological indices discriminate between architectures of branched macromolecules
• The way to uncover community structure with core and diversity
• Thermodynamics of the Minimum Description Length on Community Detection
• Kaleidoscopic reorganization of network communities across different scales
• Opportunistic Forwarding with Partial Centrality
• Wandering in the state space
• Monochromaticity in Neutral Evolutionary Network Models
• Equipping SBMs with RBMs: An Explainable Approach for Analysis of Networks with Covariates
• A Reinforcement Approach for Detecting P2P Botnet Communities in Dynamic Communication Graphs
• Exploiting the Bipartite Structure of Entity Grids for Document Coherence and Retrieval
• Contribution of directedness in graph spectra
• Combining Random Walks and Nonparametric Bayesian Topic Model for Community Detection
• Evolution of global development cooperation: An analysis of aid flows with hierarchical stochastic block models
• A modified Ricci flow on arbitrary weighted graph
• Efficient Detection of Communities with Significant Overlaps in Networks: Partial Community Merger Algorithm
• Noise-Robust Modes of the Retinal Population Code have the Geometry of "Ridges" and Correspond with Neuronal Communities
• Spectral community detection in heterogeneous large networks
• A Random Dot Product Model for Weighted Networks
• Online Community Detection by Using Nearest Hubs
• Spline tie-decay temporal networks
• Community detection and tracking on networks from a data fusion perspective
• Evaluation of Community Detection Methods
• Semi-Supervised Overlapping Community Finding based on Label Propagation with Pairwise Constraints
• Spectral Algorithms for Temporal Graph Cuts
• State Transfer in Noisy Modular Quantum Networks
• Global decomposition of networks into multiple cores formed by local hubs
• Real-time Updating of Dynamic Social Networks for COVID-19 Vaccination Strategies
• Trophic groups and modules: two levels of group detection in food webs
• Federated Learning using Smart Contracts on Blockchains, based on Reward Driven Approach
• Sampling node group structure of social and information networks
• A generative model for community types in directed networks
• Testing for the Network Small-World Property
• Delivering Scientific Influence Analysis as a Service on Research Grants Repository
• On role extraction for digraphs via neighbourhood pattern similarity
• Dynamical complexity in the perception-based network formation model
• Asymptotics of Network Embeddings Learned via Subsampling
• A new measure of modularity density for community detection
• Harmonic structures of Beethoven quartets: a complex network approach
• Emergence of chaos in interacting communities
• Estimating parameters of a multipartite loglinear graph model via the EM algorithm
• Clustering evolving data using kernel-based methods
• Hate: no choice. Agent simulations
• Quantitative Function and Algorithm for Community Detection in Bipartite Networks
• Inference and Visualization of Community Structure in Attributed Hypergraphs Using Mixed-Membership Stochastic Block Models
• Controlled Label Propagation: Preventing Over-Propagation through Gradual Expansion
• Modeling Risk Perception in Networks with Community Structure
• Hierarchical clustering by aggregating representatives in sub-minimum-spanning-trees
• Phase Transitions in Spectral Community Detection of Large Noisy Networks
• Ensembles based on the Rich-Club and how to use them to build soft-communities
• Reinforced communication and social navigation: remember your friends and remember yourself
• Loan maturity aggregation in interbank lending networks obscures mesoscale structure and economic functions
• Finding community structure using the ordered random graph model
• Vortical interactions in turbulent thermoacoustic systems
• Fixation dynamics on multilayer networks
• Fast Algorithms for Game-Theoretic Centrality Measures
• Universality of political corruption networks
• Refinement for community structures of bipartite networks
• A New Analysis Method for Simulations Using Node Categorizations
• Big Data Science Over the Past Web
• Identifying edge clusters in networks via edge graphlet degree vectors (edge-GDVs) and edge-GDV-similarities
• Active Community Detection with Maximal Expected Model Change
• Opinion Dynamics with Decaying Confidence: Application to Community Detection in Graphs
• Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model
• Network Refinement: A unified framework for enhancing signal or removing noise of networks
• UniNet: Scalable Network Representation Learning with Metropolis-Hastings Sampling
• Percolation Computation in Complex Networks
• The role of hidden influentials in the diffusion of online information cascades
• Multi-fractal analysis of weighted networks
• Dynamics of Cluster Synchronisation in Modular Networks: Implications for Structural and Functional Networks
• Symmetrical SyncMap for Imbalanced General Chunking Problems
• QWalkVec: Node Embedding by Quantum Walk
• Quantifying the Global Support Network for Non-State Armed Groups (NAGs)
• Overcoming Bias in Community Detection Evaluation
• Leveraging Evolution Dynamics to Generate Benchmark Complex Networks with Community Structures
• Real-Time Community Detection in Large Social Networks on a Laptop
• Graph Distances and Clustering
• Robust spectral clustering using LASSO regularization
• Community Structures in Information Networks for a Discrete Agent Population
• Identification de rôles communautaires dans des réseaux orientés appliquée à Twitter
• Methodology for Identifying Social Groups within a Transactional Graph
• Constructing Graph Node Embeddings via Discrimination of Similarity Distributions
• Modeling Group Dynamics Using Probabilistic Tensor Decompositions
• Consistency of regularized spectral clustering in degree-corrected mixed membership model
• Overlapping Community Structure in Co-authorship Networks: a Case Study
• A new gene co-expression network analysis based on Core Structure Detection (CSD)
• Edge sampling using network local information
• Models of Social Groups in Blogosphere Based on Information about Comment Addressees and Sentiments
• Group Evolution Discovery in Social Networks
• Temporal networks as a modeling framework
• The Dynamics of Triads in Aggregated Journal-Journal Citation Relations: Specialty Developments at the Above-Journal Level
• Hierarchical Latent Semantic Mapping for Automated Topic Generation
• Asymmetric Peer Influence in Smartphone Adoption in a Large Mobile Network
• On Varying Topology of Complex Networks and Performance Limitations of Community Detection Algorithms
• Spatially-constrained clustering of ecological networks
• Modeling Node Exposure for Community Detection in Networks
• The Impact of Network Flows on Community Formation in Models of Opinion Dynamics
• The Function of Communities in Protein Interaction Networks at Multiple Scales
• Estimating Thematic Similarity of Scholarly Papers with Their Resistance Distance in an Electric Network Model
• Graph clustering in industrial networks
• Connected-Dense-Connected Subgraphs in Triple Networks
• Interactive and Iterative Discovery of Entity Network Subgraphs
• A Threshold For Clusters in Real-World Random Networks
• From Community Detection to Community Deception
• A framework for community detection in heterogeneous multi-relational networks
• Improving Community Detection by Mining Social Interactions
• Identifying Community Structures in Dynamic Networks
• Searching for network modules
• Spiking label propagation for community detection
• Evolutionary design of non-frustrated networks of phase-repulsive oscillators
• Multiplex Structures: Patterns of Complexity in Real-World Networks
• Validation of community robustness
• Scalable Community Detection over Geo-Social Network
• Mining Attribute-structure Correlated Patterns in Large Attributed Graphs
• Topological effects of data incompleteness of gene regulatory networks
• Visualizing and Interacting with Concept Hierarchies
• To Share or Not to Share: Investigating Weight Sharing in Variational Graph Autoencoders
• A Preference Random Walk Algorithm for Link Prediction through Mutual Influence Nodes in Complex Networks
• Emergence of consensus as a modular-to-nested transition in communication dynamics
• Classification of Contract-Amendment Relationships
• Contributions to Representation Learning with Graph Autoencoders and Applications to Music Recommendation
• Functional Hypergraph Uncovers Novel Covariant Structures over Neurodevelopment
• Impact of Dynamic Interactions on Multi-Scale Analysis of Community Structure in Networks
• Community Detection in the Network of German Princes in 1225: a Case Study
• Community Detection with Colored Edges
• Bayesian Modeling of Random Walker for Community Detection in Networks
• Generating online social networks based on socio-demographic attributes
• Streaming Belief Propagation for Community Detection
• Detection and Evaluation of Clusters within Sequential Data
• Multimodal Clustering for Community Detection
• Binomial Tails for Community Analysis
• Information-theoretic Limits for Community Detection in Network Models
• Measuring inter-cluster similarities with Alpha Shape TRIangulation in loCal Subspaces (ASTRICS) facilitates visualization and clustering of high-dimensional data
• A Survey on Role-Oriented Network Embedding
• BigGraphVis: Leveraging Streaming Algorithms and GPU Acceleration for Visualizing Big Graphs
• An Information-theoretic Framework for the Lossy Compression of Link Streams
• Fuel-Efficient En Route Formation of Truck Platoons
• Spiked Laplacian Graphs: Bayesian Community Detection in Heterogeneous Networks
• Gumbel-softmax Optimization: A Simple General Framework for Combinatorial Optimization Problems on Graphs
• Approximating Spatial Distance Through Confront Networks: Application to the Segmentation of Medieval Avignon
• Community membership consistency applied to corporate board interlock networks
• Community Detection in Energy Networks based on Energy Self-Sufficiency and Dynamic Flexibility Activation
• Evolution of Communities with Focus on Stability (extended abstract)
• CitNetExplorer: A new software tool for analyzing and visualizing citation networks
• Community Structures Are Definable in Networks: A Structural Theory of Networks
• Leaders, Followers, and Community Detection
• Average Sensitivity of Spectral Clustering
• Overlapping Communities Detection via Measure Space Embedding
• Effective Resistance-based Germination of Seed Sets for Community Detection
• A New Basis for Sparse Principal Component Analysis
• Graph Clustering with Surprise: Complexity and Exact Solutions
• Criticality and Chaos in Systems of Communities
• Randomisation Algorithms for Large Sparse Matrices
• Community Structures Are Definable in Networks, and Universal in Real World
• A Practical Two-Sample Test for Weighted Random Graphs
• Networks with degree-degree correlations is a special case of edge-coloured random graphs
• Identifying and Exploiting Structures for Reliable Deep Learning
• Detección de comunidades en redes: Algoritmos y aplicaciones
• On the use of local structural properties for improving the efficiency of hierarchical community detection methods
• Learning Hidden Structures with Relational Models by Adequately Involving Rich Information in A Network
• Community Detection by a Riemannian Projected Proximal Gradient Method
• A Weighted Quiver Kernel using Functor Homology
• Learning with Semi-Definite Programming: new statistical bounds based on fixed point analysis and excess risk curvature
• GPU-Accelerated Multilevel Graph Clustering: A Parallel Perspective on Louvain and Leiden
• Networks of monetary flow at native resolution
• Communities in Affiliation Networks with Attitudunal Actors
• Centrosymmetric Stochastic Matrices
• Competitive Dynamics on Complex Networks
• Node Dominance: Revealing Community and Core-Periphery Structure in Social Networks
• Modelling China's Credit System with Complex Network Theory for Systematic Credit Risk Control
• Identifying Illicit Drug Dealers on Instagram with Large-scale Multimodal Data Fusion
• Weighted Network Analysis of Biologically Relevant Chemical Spaces
• Identification of hybrid node and link communities in complex networks
• Statistical properties of COVID-19 transmission intervals in Republic of Korea
• The impact of partially missing communities~on the reliability of centrality measures
• Predicting risky behavior in social communities
• Opinion Divergence Reveals the Hierarchical and Overlapping Community Structure in Networks
• Evaluating the Vulnerability of Communities in Social Networks by Gravity Model
• In the mood: the dynamics of collective sentiments on Twitter
• Local Access to Huge Random Objects through Partial Sampling
• Overlapping Community Detection Optimization and Nash Equilibrium
• The network paradigm as a modeling tool in regional economy: the case of interregional commuting in Greece
• Modularity of Erdős-Rényi random graphs
• Using tf-idf as an edge weighting scheme in user-object bipartite networks
• Graph Community Detection from Coarse Measurements: Recovery Conditions for the Coarsened Weighted Stochastic Block Model
• Ensemble-based Overlapping Community Detection using Disjoint Community Structures
• Making the complete OpenAIRE citation graph easily accessible through compact data representation
• Network-based models for social recommender systems
• Network Representation Learning: From Traditional Feature Learning to Deep Learning
• Application of a cognitive-inspired algorithm for detecting communities in mobility networks
• Graph-Based Modeling and Simulation of Complex Systems
• Partitioning networks into clusters of synchronized nodes via the message-passing algorithm: an unbiased scalable approach
• Detectability threshold in weighted modular networks
• Mixed-Order Spectral Clustering for Networks
• A Note on Projection-Based Recovery of Clusters in Markov Chains
• A solution to generalized learning from small training sets found in infants repeated visual experiences of individual objects
• Homophilic organization of egocentric communities in ICT services
• Error-Correcting Decoders for Communities in Networks
• Improving Data Forwarding in Mobile Social Networks with Infrastructure Support: A Space-Crossing Community Approach
• Optimal Partition of a Tree with Social Distance
• Optimisation dans la détection de communautés recouvrantes et équilibre de Nash
• Improving the accuracy of the k-shell method by removing redundant links-from a perspective of spreading dynamics
• Detecting Local Community Structures in Social Networks Using Concept Interestingness
• The anatomy of urban social networks and its implications in the searchability problem
• Learning Resolution Parameters for Graph Clustering
• A Comparative Study of Different Approaches for Tracking Communities in Evolving Social Networks
• Similarity networks of ordinal-pattern transitions classify falling paper trajectories
• Detecting Communities in Heterogeneous Multi-Relational Networks:A Message Passing based Approach
• Detecting Patterns of Interaction in Temporal Hypergraphs via Edge Clustering
• Evaluating community structure in large network with random walks
• Parity Queries for Binary Classification
• Community detection over a heterogeneous population of non-aligned networks
• A High-Performance Evolutionary Multiobjective Community Detection Algorithm
• Robustness of urban road networks based on spatial topological patterns
• Correlation-Based Community Detection
• Robust Clustering Oracle and Local Reconstructor of Cluster Structure of Graphs
• A rough-and-ready cluster-based approach for extracting finite-time coherent sets from sparse and incomplete trajectory data
• Quantum community detection via deterministic elimination
• Exact Inference with Latent Variables in an Arbitrary Domain
• Overlapping Communities in Complex Networks
• Mind the gap in university rankings: a complex network approach towards fairness
• Overlapping community detection in weighted networks
• Clustering Degree-Corrected Stochastic Block Model with Outliers
• A Compressive Sensing Approach to Community Detection with Applications
• Guided Machine Learning for power grid segmentation
• Multi-Level Anomaly Detection on Time-Varying Graph Data
• GLAD: Group Anomaly Detection in Social Media Analysis- Extended Abstract
• Bootstrap percolation on the stochastic block model with k communities
• On Topological Structure of Web Services Networks for Composition
• Novel Edge and Density Metrics for Link Cohesion
• A Class of Temporal Hierarchical Exponential Random Graph Models for Longitudinal Network Data
• Understanding the Dynamics of DNNs Using Graph Modularity
• Uncovering nodes that spread information between communities in social networks
• Direction Matters: On Influence-Preserving Graph Summarization and Max-cut Principle for Directed Graphs
• Mining Application-aware Community Organization with Expanded Feature Subspaces from Concerned Attributes in Social Networks
• Approximate Conditional Sampling for Pattern Detection in Weighted Networks
• Optimization in large graphs: Toward a better future?
• Modularity of regular and treelike graphs
• Enumerating Graphlets with Amortized Time Complexity Independent of Graph Size
• On the Analysis of a Label Propagation Algorithm for Community Detection
• Blind Men and the Elephant: Detecting Evolving Groups In Social News
• The efficiency of community detection by most similar node pairs
• Community Detection for Gossip Dynamics with Stubborn Agents
• Graph Wavelets via Sparse Cuts: Extended Version
• Solutions of partition function-based TU games for cooperative communication networking
• An Uncoupled Training Architecture for Large Graph Learning
• Analysis of Social Group Dynamics
• Non-backtracking walks reveal compartments in sparse chromatin interaction networks
• Absence of a resolution limit in in-block nestedness
• The Accounting Network: how financial institutions react to systemic crisis
• A Game Generative Network Framework with its Application to Relationship Inference
• Transfer and routing of Gaussian states through quantum complex networks with and without community structure
• Motif Iteration Model for Network Representation
• Uncertainty quantification and testing in a stochastic block model with two unequal communities
• Uncovering the Local Hidden Community Structure in Social Networks
• A New Approach to Detect Important Members that Create the Communities in Bipartite Networks
• Data quality for the inverse Ising problem
• Logistic Regression Augmented Community Detection for Network Data with Application in Identifying Autism-Related Gene Pathways
• Incremental Community Detection in Distributed Dynamic Graph
• Tourism destinations as digital business ecosystems
• Reinventing the Triangles: Rule of Thumb for Assessing Detectability
• The Bron-Kerbosch Algorithm with Vertex Ordering is Output-Sensitive
• Estimation of Graphical Models through Structured Norm Minimization
• Community Detection from Location-Tagged Networks
• Seasonal Stochastic Blockmodeling for Anomaly Detection in Dynamic Networks
• Emergence of Nestedness in the Public Internet Peering Ecosystem
• Large Deviation Principle for the Exploration Process of the Configuration Model
• Preferential Attachment Graphs with Planted Communities
• Hierarchy of percolation patterns in a kinetic replication model