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