Fast unfolding of communities in large networks

Abstract

We propose a simple method to extract the community structure of large networks. Our method is a heuristic method that is based on modularity optimization. It is shown to outperform all other known community detection method in terms of computation time. Moreover, the quality of the communities detected is very good, as measured by the so-called modularity. This is shown first by identifying language communities in a Belgian mobile phone network of 2.6 million customers and by analyzing a web graph of 118 million nodes and more than one billion links. The accuracy of our algorithm is also verified on ad-hoc modular networks. .

6 pages, 5 figures, 1 table; new version with new figures in order to clarify our method, where we look more carefully at the role played by the ordering of the nodes and where we compare our method with that of Wakita and Tsurumi

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• Linguistic neighbourhoods: explaining cultural borders on Wikipedia through multilingual co-editing activity
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• Publishing Community-Preserving Attributed Social Graphs with a Differential Privacy Guarantee
• Hypergraphs: an introduction and review
• Who are the gatekeepers of economics? Geographic diversity, gender composition, and interlocking editorship of journal boards
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• On the Complex Network Structure of Musical Pieces: Analysis of Some Use Cases from Different Music Genres
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• Multiscale Network Generation
• Simulated evolution of protein-protein interaction networks with realistic topology
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• The emergent integrated network structure of scientific research
• Community detection in networks via nonlinear modularity eigenvectors
• Fast Detection of Community Structures using Graph Traversal in Social Networks
• Randomizing growing networks with a time-respecting null model
• Toward automatic comparison of visualization techniques: Application to graph visualization
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• Evolution of Ego-networks in Social Media with Link Recommendations
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• Spectral properties of hyperbolic nano-networks with tunable aggregation of simplexes
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• Exploration of an Interdisciplinary Scientific Landscape
• Claim Detection for Automated Fact-checking: A Survey on Monolingual, Multilingual and Cross-Lingual Research
• A Map Equation with Metadata: Varying the Role of Attributes in Community Detection
• Gene communities in co-expression networks across different tissues
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• Modelling transition phenomena of scientific coauthorship networks
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• Detecting Community Structure in Dynamic Social Networks Using the Concept of Leadership
• Topic Modelling of Everyday Sexism Project Entries
• Entropy and hierarchical clustering: characterising the morphology of the urban fabric in different spatial cultures
• Simplex2Vec embeddings for community detection in simplicial complexes
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• Ant Colony Optimization with a New Random Walk Model for Community Detection in Complex Networks
• Emergence of geometric Turing patterns in complex networks
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• Maximizing Barber's bipartite modularity is also hard
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• Consistency landscape of network communities
• Finding missing edges and communities in incomplete networks
• Spatial correlations in attribute communities
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• Resilience of international oil trade networks under extreme event shock-recovery simulations
• Center-Periphery Structure in Communities: Extracellular Vesicles
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• GVE-Leiden: Fast Leiden Algorithm for Community Detection in Shared Memory Setting
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• Network communities within and across borders
• Anomaly Detection in Networks with Application to Financial Transaction Networks
• Identifying Overlapping and Hierarchical Thematic Structures in Networks of Scholarly Papers: A Comparison of Three Approaches
• Universal productivity patterns in research careers
• Modularity and Projection of Bipartite Networks
• Multi-attribute community detection in International Trade Network
• On the reorderability of node-filtered order complexes
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• Uncovering functional brain signature via random matrix theory
• Recurrent patterns of user behavior in different electoral campaigns: A Twitter analysis of the Spanish general elections of 2015 and 2016
• Implicit Model Specialization through DAG-based Decentralized Federated Learning
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• Network-based Fake News Detection: A Pattern-driven Approach
• Fine-Grained Prediction of Political Leaning on Social Media with Unsupervised Deep Learning
• ExEm: Expert Embedding using dominating set theory with deep learning approaches
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• Using link and content over time for embedding generation in Dynamic Attributed Networks
• Time-Varying Graphs and Dynamic Networks
• Structack: Structure-based Adversarial Attacks on Graph Neural Networks
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• Information theoretic network approach to socioeconomic correlations
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• Network clustering and community detection using modulus of families of loops
• Ground truth? Concept-based communities versus the external classification of physics manuscripts
• An Unsupervised Framework for Comparing Graph Embeddings
• The climatic interdependence of extreme-rainfall events around the globe
• Fast Heuristic Algorithm for Multi-scale Hierarchical Community Detection
• Networks of Collaborations: Hypergraph Modeling and Visualisation
• Anger makes fake news viral online
• Complex contagion features without social reinforcement in a model of social information flow
• Multi-resolution community detection in massive networks
• Model selection and clustering in stochastic block models with the exact integrated complete data likelihood
• A random effects stochastic block model for joint community detection in multiple networks with applications to neuroimaging
• Tracing the evolution of physics with a keyword co-occurrence network
• Overcoming Language Variation in Sentiment Analysis with Social Attention
• Dynamics of collective action to conserve a large common-pool resource
• Public discourse and social network echo chambers driven by socio-cognitive biases
• Pattern-detection in the global automotive industry: a manufacturer-supplier-product network analysis
• The Higher Education Space, Connecting Degree Programs from Individuals' Choices
• Revealing dynamics, communities and criticality from data
• Functional structure in production networks
• The Impact of Disinformation on a Controversial Debate on Social Media
• Hierarchical core-periphery structure in networks
• Detecting Communities in Tripartite Hypergraphs
• DeepGraph: Graph Structure Predicts Network Growth
• Community detection by label propagation with compression of flow
• Temporal visitation patterns of points of interest in cities on a planetary scale: a network science and machine learning approach
• Time series analysis of temporal networks
• Minimum curvilinear automata with similarity attachment for network embedding and link prediction in the hyperbolic space
• Multilayer Resource-aware Partitioning for Fog Application Placement
• Label propagation for clustering
• Topical alignment in online social systems
• Fragmentation, integration and macroprudential surveillance of the US financial industry: Insights from network science
• Watset: Local-Global Graph Clustering with Applications in Sense and Frame Induction
• Detection of core-periphery structure in networks by 3-tuple motifs
• Comparative analysis on the selection of number of clusters in community detection
• The Multi-Scale Network Landscape of Collaboration
• Major Transitions in Political Order
• Analysis of heat kernel highlights the strongly modular and heat-preserving structure of proteins
• Political Context of the European Vaccine Debate on Twitter
• Systems Applications of Social Networks
• Counterfactual Learning on Graphs: A Survey
• Temporal stability of network partitions
• Cluster analysis of weighted bipartite networks: a new copula-based approach
• Identifying the Community Roles of Social Capitalists in the Twitter Network
• Exploring the effect of streamed social media data variations on social network analysis
• Predicting synchronized gene coexpression patterns from fibration symmetries in gene regulatory networks in bacteria
• An algebraic analysis of the graph modularity
• Community detection based on significance optimization in complex networks
• VLTI status update: a decade of operations and beyond
• Community detection based on first passage probabilities
• Heuristic Modularity Maximization Algorithms for Community Detection Rarely Return an Optimal Partition or Anything Similar
• An Ant-Based Algorithm with Local Optimization for Community Detection in Large-Scale Networks
• TigerVector: Supporting Vector Search in Graph Databases for Advanced RAGs
• A Bi-clustering Framework for Consensus Problems
• Graph-Aware Evolutionary Algorithms for Influence Maximization
• Asymptotic resolution bounds of generalized modularity and multi-scale community detection
• Egomunities, Exploring Socially Cohesive Person-based Communities
• Functional-Friction Networks: New Insights on the Laboratory Earthquakes
• Literature Survey on Interplay of Topics, Information Diffusion and Connections on Social Networks
• RadioTalk: a large-scale corpus of talk radio transcripts
• Evolutionary and topological properties of gene modules and driver mutations in a leukemia gene regulatory network
• Entropy-based detection of Twitter echo chambers
• Geometric Multiscale Community Detection: Markov Stability and Vector Partitioning
• Specimens as research objects: reconciliation across distributed repositories to enable metadata propagation
• Graph-Based Machine Learning Improves Just-in-Time Defect Prediction
• Generalized Spectral Clustering via Gromov-Wasserstein Learning
• Intermediacy of publications
• Biomedical Convergence Facilitated by the Emergence of Technological and Informatic Capabilities
• Entropy-based randomisation of rating networks
• Multislice Modularity Optimization in Community Detection and Image Segmentation
• Weighted Community Detection and Data Clustering Using Message Passing
• Optimisation of the coalescent hyperbolic embedding of complex networks
• Adaptive network approach for emergence of societal bubbles
• LargeNetVis: Visual Exploration of Large Temporal Networks Based on Community Taxonomies
• The stability to instability transition in the structure of large scale networks
• Towards Evidence of Long-Range Correlations in Shallow Seismic Activities
• A Study on Modularity Density Maximization: Column Generation Acceleration and Computational Complexity Analysis
• Opinion Manipulation on Farsi Twitter
• Characterization and exploitation of community structure in cover song networks
• A Method for Characterizing Communities in Dynamic Attributed Complex Networks
• What is Trending on Wikipedia? Capturing Trends and Language Biases Across Wikipedia Editions
• Graph coarse-graining reveals differences in the module-level structure of functional brain networks
• Evolution in the Debian GNU/Linux software network: analogies and differences with gene regulatory networks
• Event Evolution Tracking from Streaming Social Posts
• Promoting and countering misinformation during Australia's 2019-2020 bushfires: A case study of polarisation
• #Brexit: Leave or Remain? The Role of User's Community and Diachronic Evolution on Stance Detection
• Identification of cancer omics commonality and difference via community fusion
• Dissociable changes in functional network topology underlie early category learning and development of automaticity
• Semantic flow in language networks
• Synchronization transitions on connectome graphs with external force
• Overlapping modularity at the critical point of k-clique percolation
• Chatty Maps: Constructing sound maps of urban areas from social media data
• Environmental migration? An overview of the literature
• Phase Transitions and a Model Order Selection Criterion for Spectral Graph Clustering
• Efficient Anchor Point Deployment for Low Latency Connectivity in MEC-Assisted C-V2X Scenarios
• Modeling Review Spam Using Temporal Patterns and Co-bursting Behaviors
• Global disorder transition in the community structure of large-q Potts systems
• Cybersecurity Misinformation Detection on Social Media: Case Studies on Phishing Reports and Zoom's Threats
• Hypergraph Clustering: A Modularity Maximization Approach
• Chimera states in neural networks and power systems
• Block modelling in dynamic networks with non-homogeneous Poisson processes and exact ICL
• Effective and Efficient PageRank-based Positioning for Graph Visualization
• Discovering Communication Pattern Shifts in Large-Scale Labeled Networks using Encoder Embedding and Vertex Dynamics
• Total variation based community detection using a nonlinear optimization approach
• Data clustering: a fundamental method in data science and management
• Moving Past the Minimum Information Partition: How To Quickly and Accurately Calculate Integrated Information
• Motif-driven Dense Subgraph Discovery in Directed and Labeled Networks
• A Method for Group Extraction and Analysis in Multilayer Social Networks
• Scale-variant topological information for characterizing the structure of complex networks
• Analysis of risk propagation using the world trade network
• Public discourse and news consumption on online social media: A quantitative, cross-platform analysis of the Italian Referendum
• Interpreting communities based on the evolution of a dynamic attributed network
• A community role approach to assess social capitalists visibility in the Twitter network
• Unfolding network communities by combining defensive and offensive label propagation
• Community detection problem based on polarization measures:an application to Twitter: the COVID-19 case in Spain
• A Similarity Approach to Cities and Features
• Assessing the influence of French vaccine critics during the two first years of the COVID-19 pandemic
• Resampling effects on significance analysis of network clustering and ranking
• Multiscale mobility patterns and the restriction of human movement
• The Probabilistic Backbone of Data-Driven Complex Networks: An example in Climate
• WiFi Fingerprint Clustering for Urban Mobility Analysis
• Procedural Content Generation: Better Benchmarks for Transfer Reinforcement Learning
• Generalization of Clustering Agreements and Distances for Overlapping Clusters and Network Communities
• StaTIX - Statistical Type Inference on Linked Data
• Towards Fair Deep Clustering With Multi-State Protected Variables
• Statistical test for detecting community structure in real-valued edge-weighted graphs
• The Footprint of Campaign Strategies in Farsi Twitter: A case for 2021 Iranian presidential election
• Null Models and Community Detection in Multi-Layer Networks
• The Impact of Data Persistence Bias on Social Media Studies
• Inferring Cultural Landscapes with the Inverse Ising Model
• Multi-scale Dynamics in a Massive Online Social Network
• Fragmenting networks by targeting collective influencers at a mesoscopic level
• Robustness modularity in complex networks
• The topology of a discussion: the #occupy case
• Graph Encoder Ensemble for Simultaneous Vertex Embedding and Community Detection
• Nonparametric sign prediction of high-dimensional correlation matrix coefficients
• Organized crime behavior of shell-company networks in procurement: prevention insights for policy and reform
• Spatial Point Pattern and Urban Morphology: Perspectives from Entropy, Complexity and Networks
• Multiresolution Consensus Clustering in Networks
• Bibliometric and social network analysis on the use of satellite imagery in agriculture: an entropy-based approach
• A generalized hypothesis test for community structure in networks
• A unified framework for spectral clustering in sparse graphs
• Reduced network extremal ensemble learning (RenEEL) scheme for community detection in complex networks
• Surname affinity in Santiago, Chile: A network-based approach that uncovers urban segregation
• On the Permanence of Vertices in Network Communities
• Subdivisions and Crossroads: Identifying Hidden Community Structures in a Data Archive's Citation Network
• Colombian export capabilities: building the firms-products network
• Urban Vibes and Rural Charms: Analysis of Geographic Diversity in Mobile Service Usage at National Scale
• Network analysis of 3D complex plasma clusters in a rotating electric field
• Maximally modular structure of growing hyperbolic networks
• Different patterns of social closeness observed in mobile phone communication
• The Topology of Inter-industry Relations from the Portuguese National Accounts
• Counting the number of metastable states in the modularity landscape: Algorithmic detectability limit of greedy algorithms in community detection
• Analyzing the network structure and gender differences among the members of the Networked Knowledge Organization Systems (NKOS) community
• Network-centric indicators for fragility in global financial indices
• Identification of Source of Rumors in Social Networks with Incomplete Information
• Analytical Formulation of the Block-Constrained Configuration Model
• Consistent Community Identification in Complex Networks
• Triangles to Capture Social Cohesion
• Efficient Bayesian Community Detection using Non-negative Matrix Factorisation
• Fast Complex Network Clustering Algorithm Using Agents
• How the online social networks are used: Dialogs-based structure of MySpace
• Identification of highly susceptible individuals in complex networks
• Twitter and Polls: Analyzing and estimating political orientation of Twitter users in India General #Elections2014
• Mutual Hyperlinking Among Misinformation Peddlers
• Correlations versus noise in the NFT market
• Improving power-grid systems via topological changes, or how self-organized criticality can help stability
• Topology-Agnostic Detection of Temporal Money Laundering Flows in Billion-Scale Transactions
• Robustness of community structure under edge addition
• PyGenStability: Multiscale community detection with generalized Markov Stability
• Top-tier and predatory alike? A lexical structure perspective from the Academy of Management Journal and Espacios
• Selling sex: what determines rates and popularity? An analysis of 11,500 online profiles
• Community Detection Across Multiple Social Networks based on Overlapping Users
• Mapping the spectrum of 3D communities in human chromosome conformation capture data
• Hierarchical community detection by recursive partitioning
• Comparing Graph Clusterings: Set partition measures vs. Graph-aware measures
• Optimal Rates for Community Estimation in the Weighted Stochastic Block Model
• Financial interaction networks inferred from traded volumes
• Mitigating Epidemics through Mobile Micro-measures
• Ordered community structure in networks
• Detecting network communities beyond assortativity-related attributes
• MaxOutProbe: An Algorithm for Increasing the Size of Partially Observed Networks
• Modeling Political Activism around Gun Debate via Social Media
• POISED: Spotting Twitter Spam Off the Beaten Paths
• Multilayer Spectral Graph Clustering via Convex Layer Aggregation: Theory and Algorithms
• On community structure validation in real networks
• Emergence of coexisting percolating clusters in networks
• Graph Generators: State of the Art and Open Challenges
• Human Mobility and Predictability enriched by Social Phenomena Information
• Detecting Communities in Complex Networks using an Adaptive Genetic Algorithm and node similarity-based encoding
• Exploring multi-layer flow network of international trade based on flow distances
• The Strength of Structural Diversity in Online Social Networks
• Dynamics of Affective Polarization: From Consensus to Partisan Divides
• Micro-interventions in urban transport from pattern discovery on the flow of passengers and on the bus network
• Journals Titles and Mission Statements: Lexical structure, diversity and readability
• Multiple Kernel Representation Learning on Networks
• Sentiment-driven Community Profiling and Detection on Social Media
• Random-Graph Models and Characterization of Granular Networks
• Measurement and Internalization of Systemic Risk in a Global Banking Network
• Influence maximization in unknown social networks: Learning Policies for Effective Graph Sampling
• Multi-level algorithms for modularity clustering
• Spectral clustering on spherical coordinates under the degree-corrected stochastic blockmodel
• Learning Topological Representation for Networks via Hierarchical Sampling
• Order Matters: Matching Multiple Knowledge Graphs
• Reconstruction of multiplex networks via graph embeddings
• Dynamical heterogeneity and universality of power-grids
• Onion under Microscope: An in-depth analysis of the Tor network
• Community structure in co-inventor networks affects time to first citation for patents
• Hierarchical Change Point Detection on Dynamic Networks
• Fine-grained classification of journal articles by relying on multiple layers of information through similarity network fusion: the case of the Cambridge Journal of Economics
• Analyzing Ideological Communities in Congressional Voting Networks
• Group polarization, influence, and domination in online interaction networks: A case study of the 2022 Brazilian elections
• Journal Maps, Interactive Overlays, and the Measurement of Interdisciplinarity on the Basis of Scopus Data (1996-2012)
• Emergence and persistence of communities in coevolutionary networks
• Emergence of Clustering in an Acquaintance Model without Homophily
• Multi-scale Laplacian community detection in heterogeneous networks
• International Transmission of Shocks and Fragility of a Bank Network
• Hippocluster: an efficient, hippocampus-inspired algorithm for graph clustering
• Unveiling music genre structure through common-interest communities
• A Collaborative Untethered Virtual Reality Environment for Interactive Social Network Visualization
• The Digital Agricultural Revolution: a Bibliometric Analysis Literature Review
• Fast and Exact Top-k Search for Random Walk with Restart
• Hierarchical Stochastic Block Model for Community Detection in Multiplex Networks
• Generalized Markov stability of network communities
• Explaining the emergence of complex networks through log-normal fitness in a Euclidean node similarity space
• Quantifying interdisciplinary synergy in higher STEM education
• Privacy Preserving Recommendation System Based on Groups
• Geosocial Graph-Based Community Detection
• Using Machine Learning to Predict the Evolution of Physics Research
• An Analysis of the Twitter Discussion on the 2016 Austrian Presidential Elections
• Effects of syndication network on specialisation and performance of venture capital firms
• Variational Autoencoders for Feature Detection of Magnetic Resonance Imaging Data
• Debiasing Community Detection: The Importance of Lowly-Connected Nodes
• Hierarchical Message-Passing Graph Neural Networks
• Multi-level Graph Convolutional Networks for Cross-platform Anchor Link Prediction
• Geographic characterization of railway systems
• Additive Approximation Algorithms for Modularity Maximization
• Distributed Graph Clustering using Modularity and Map Equation
• Self-supervised edge features for improved Graph Neural Network training
• Structure constrained by metadata in networks of chess players
• A new system for evaluating brand importance: A use case from the fashion industry
• Smoke Screener or Straight Shooter: Detecting Elite Sybil Attacks in User-Review Social Networks
• An Empirical Comparison of the Summarization Power of Graph Clustering Methods
• Multimedia Services Placement Algorithm for Cloud-Fog Hierarchical Environments
• Explainable, Stable, and Scalable Graph Convolutional Networks for Learning Graph Representation
• Identifying Influential Nodes Using Overlapping Modularity Vitality
• An integrative sparse boosting analysis of cancer genomic commonality and difference
• Model-based clustering in networks with Stochastic Community Finding
• Text characterization based on recurrence networks
• Certified Robustness of Community Detection against Adversarial Structural Perturbation via Randomized Smoothing
• A Hybrid Intelligence Method for Argument Mining
• GANC: Greedy Agglomerative Normalized Cut
• Bayan Algorithm: Detecting Communities in Networks Through Exact and Approximate Optimization of Modularity
• A Survey on Self-Supervised Graph Foundation Models: Knowledge-Based Perspective
• Online disinformation in the 2020 U.S. Election: swing vs. safe states
• Bioregionalization analyses with the bioregion R-package
• Augmentative Message Passing for Traveling Salesman Problem and Graph Partitioning
• Scientometric analysis of Condensed Matter Physics journal
• Generalized network community detection
• DUEF-GA: Data Utility and Privacy Evaluation Framework for Graph Anonymization
• On the External Validity of Average-Case Analyses of Graph Algorithms
• Measuring dynamical systems on directed hyper-graphs
• Untangling the Furball: A Practice Mapping Approach to the Analysis of Multimodal Interactions in Social Networks
• Secure Friend Discovery via Privacy-Preserving and Decentralized Community Detection
• Citation-based clustering of publications using CitNetExplorer and VOSviewer
• The architecture of innovation: Tracking face-to-face interactions with ubicomp technologies
• Leveraging Google's Publisher-specific IDs to Detect Website Administration
• The interconnectedness of the economic content in the speeches of the US Presidents
• Visualizing criminal networks reconstructed from mobile phone records
• Application of Natural Language Processing to Determine User Satisfaction in Public Services
• Performance of attack strategies on modular networks
• Distributed Representation of Subgraphs
• Fibres of Failure: Classifying errors in predictive processes
• Mind Your Credit: Assessing the Health of the Ripple Credit Network
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• The Hyperspherical Geometry of Community Detection: Modularity as a Distance
• The influence of coordinated behavior on toxicity
• Unsupervised Community Detection with Modularity-Based Attention Model
• Biarchetype analysis: simultaneous learning of observations and features based on extremes
• Research assessment under debate: disentangling the interest around the DORA declaration on Twitter
• ActiLabel: A Combinatorial Transfer Learning Framework for Activity Recognition
• Latency Reduction in Vehicular Sensing Applications by Dynamic 5G User Plane Function Allocation with Session Continuity
• From fuzzy information to community detection: an approach to social networks analysis with soft information
• GraphTune: A Learning-based Graph Generative Model with Tunable Structural Features
• DatUS^2: Data-driven Unsupervised Semantic Segmentation with Pre-trained Self-supervised Vision Transformer
• Metrics matter in community detection
• Knowing Your Population: Privacy-Sensitive Mining of Massive Data
• On the reliable and efficient numerical integration of the Kuramoto model and related dynamical systems on graphs
• Topic-aware latent models for representation learning on networks
• Iterative embedding and reweighting of complex networks reveals community structure
• Science and Ethnicity: How Ethnicities Shape the Evolution of Computer Science Research Community
• Matching Community Structure Across Online Social Networks
• Mining the modular structure of protein interaction networks
• No Silk Road for Online Gamers!: Using Social Network Analysis to Unveil Black Markets in Online Games
• Multiscale Evolutionary Perturbation Attack on Community Detection
• Community Structure in Industrial SAT Instances
• Community Detection for Access-Control Decisions: Analysing the Role of Homophily and Information Diffusion in Online Social Networks
• Real-time Claim Detection from News Articles and Retrieval of Semantically-Similar Factchecks
• Modeling Graphs with Vertex Replacement Grammars
• Fast Quasi-Threshold Editing
• Detection of Trending Topic Communities: Bridging Content Creators and Distributors
• Long-range Correlation and Market Segmentation in Bond Market
• Topological based classification using graph convolutional networks
• Mapping robust multiscale communities in chromosome contact networks
• Wikipedia graph mining: dynamic structure of collective memory
• Exact and rapid linear clustering of networks with dynamic programming
• Measuring the effect of node aggregation on community detection
• Adaptive Pattern Matching with Reinforcement Learning for Dynamic Graphs
• A k-core Decomposition Framework for Graph Clustering
• Automatic Investigation Framework for Android Malware Cyber-Infrastructures
• Grounding force-directed network layouts with latent space models
• Community detection in weighted brain connectivity networks beyond the resolution limit
• Spectral partitioning in equitable graphs
• Evolutionary of Online Social Networks Driven by Pareto Wealth Distribution and Bidirectional Preferential Attachment
• pyBiblioNet: a Python library for a comprehensive network-based bibliometric analysis
• The Impact of Social Segregation on Human Mobility in Developing and Urbanized Regions
• A Memetic Algorithm for the Minimum Conductance Graph Partitioning Problem
• Characterizing functional brain networks and emotional centers based on Rasa theory of Indian aesthetics
• Off-Policy Evaluation of Probabilistic Identity Data in Lookalike Modeling
• Similarity matrix average for aggregating multiplex networks
• TextLuas: Tracking and Visualizing Document and Term Clusters in Dynamic Text Data
• An Efficient Smoothing Proximal Gradient Algorithm for Convex Clustering
• How modular structure determines operational resilience of power grids
• Modularity of minor-free graphs
• An Information-theoretic Perspective of Hierarchical Clustering
• On the Interpretability and Evaluation of Graph Representation Learning
• Extending modularity by capturing the similarity attraction feature in the null model
• Latent Network Summarization: Bridging Network Embedding and Summarization
• Exploring triad-rich substructures by graph-theoretic characterizations in complex networks
• Enabling Social Applications via Decentralized Social Data Management
• Obtaining Communities with a Fitness Growth Process
• Tree-SNE: Hierarchical Clustering and Visualization Using t-SNE
• Detecting network communities via greedy expanding based on local superiority index
• Mutual information and the encoding of contingency tables
• GraphTheta: A Distributed Graph Neural Network Learning System With Flexible Training Strategy
• A Spectral Representation of Power Systems with Applications to Adaptive Grid Partitioning and Cascading Failure Localization
• Subnetwork Constraints for Tighter Upper Bounds and Exact Solution of the Clique Partitioning Problem
• Interplay between Topology and Edge Weights in Real-World Graphs: Concepts, Patterns, and an Algorithm
• Making Communities Show Respect for Order
• Adversarial Attack on Network Embeddings via Supervised Network Poisoning
• Accurate Measures of Vaccination and Concerns of Vaccine Holdouts from Web Search Logs
• CACTUS: a Comprehensive Abstraction and Classification Tool for Uncovering Structures
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• Probabilistic community detection with unknown number of communities
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• Relating Complexity-theoretic Parameters with SAT Solver Performance
• Periodicity in Movement Patterns Shapes Epidemic Risk in Urban Environments
• Community detection for directed networks revisited using bimodularity
• On the effect of electronic stopping in molecular dynamics simulations of collision cascades in Gallium Arsenide
• Content-driven, unsupervised clustering of news articles through multiscale graph partitioning
• Automatic exploration of structural regularities in networks
• An algorithm for network community structure determination by surprise
• Identifying robust features of community structure in complex networks
• Influence Maximization: Divide and Conquer
• Generative models for local network community detection
• Analysis of ResearchGate, A Community Detection Approach
• Ising-Based Louvain Method: Clustering Large Graphs with Specialized Hardware
• Modular Networks for Validating Community Detection Algorithms
• Community Detection with the Map Equation and Infomap: Theory and Applications
• An Introduction to Community Detection in Multi-layered Social Network
• On Comparing and Enhancing Common Approaches to Network Community Detection
• Overlapping Communities in Social Networks
• Term-community-based topic detection with variable resolution
• Consistent Representation Learning for High Dimensional Data Analysis
• Commonsense Reasoning and Large Network Analysis: A Computational Study of ConceptNet 4
• Inference of hidden structures in complex physical systems by multi-scale clustering
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• Can GAN Learn Topological Features of a Graph?
• Finding Community Structure with Performance Guarantees in Complex Networks
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• Multiplex reconstruction with partial information
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• A Unified Framework for Community Detection and Network Representation Learning
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• Evaluating the effect of topic consideration in identifying communities of rating-based social networks
• Complex networks and public funding: the case of the 2007-2013 Italian program
• Batch Clustering for Multilingual News Streaming
• Comparison and Benchmark of Graph Clustering Algorithms
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• Temporal Identification of Latent Communities on Twitter
• A Synthetic Network Generator for Covert Network Analytics
• Community Detection Using Revised Medoid-Shift Based on KNN
• Boosting Multitask Learning on Graphs through Higher-Order Task Affinities
• Detection of hidden structures on all scales in amorphous materials and complex physical systems: basic notions and applications to networks, lattice systems, and glasses
• Strength of minority ties: the role of homophily and group composition in a weighted social network
• Quantifying Barriers of Urban Mobility
• DYNOTEARS: Structure Learning from Time-Series Data
• Low Cost Carriers induce specific and identifiable delay propagation patterns: an analysis of the EU and US systems
• Active Community Detection in Massive Graphs
• Network Formation and Dynamics Among Multi-LLMs
• On weakly optimal partitions in modular networks
• A macro level scientometric analysis of world tribology research output (1998 - 2012)
• Quantification of 3D spatial correlations between state variables and distances to the grain boundary network in full-field crystal plasticity spectral method simulations
• Coupling in situ and remote sensing data to assess $\alpha$- and $\beta$-diversity over biogeographic gradients
• Community Detection via Katz and Eigenvector Centrality
• Modular structure in labour networks reveals skill basins
• Community Detection in Networks: A Rough Sets and Consensus Clustering Approach
• A Method Based on Total Variation for Network Modularity Optimization using the MBO Scheme
• A Statistical Density-Based Analysis of Graph Clustering Algorithm Performance
• WikiDataSets: Standardized sub-graphs from Wikidata
• Mapping leadership and communities in EU-funded research through network analysis
• Generating surrogate temporal networks from mesoscale building blocks
• Vulnerable Connectivity Caused by Local Communities in Spatial Networks
• Graph clustering with Boltzmann machines
• Recovery of activation propagation and self-sustained oscillation abilities in stroke brain networks
• Geometric randomization of real networks with prescribed degree sequence
• A machine learning model to classify dynamic processes in liquid water
• Quantifying Grover speed-ups beyond asymptotic analysis
• Interactive Overlay Maps for US Patent (USPTO) Data Based on International Patent Classifications (IPC)
• TNE: A Latent Model for Representation Learning on Networks
• Improving PageRank for Local Community Detection
• Selection in Scientific Networks
• Finding Dory in the Crowd: Detecting Social Interactions using Multi-Modal Mobile Sensing
• PGLasso: Microbial Community Detection through Phylogenetic Graphical Lasso
• On the Ubiquity of Web Tracking: Insights from a Billion-Page Web Crawl
• Detecting Statistically Significant Communities
• A Versatile Framework for Attributed Network Clustering via K-Nearest Neighbor Augmentation
• Leiden-Fusion Partitioning Method for Effective Distributed Training of Graph Embeddings
• Quantitative Discourse Cohesion Analysis of Scientific Scholarly Texts using Multilayer Networks
• Predicting affinity ties in a surname network
• Community Detection in networks by Dynamical Optimal Transport Formulation
• Financial Contagion in a Generalized Stochastic Block Model
• Sequences, Items And Latent Links: Recommendation With Consumed Item Packs
• Estimating cellular redundancy in networks of genetic expression
• Fast Path Localization on Graphs via Multiscale Viterbi Decoding
• Characterizing Online Engagement with Disinformation and Conspiracies in the 2020 U.S. Presidential Election
• A Review on MR Based Human Brain Parcellation Methods
• Evolution of Communities with Focus on Stability
• Uncovering migration systems through spatio-temporal tensor co-clustering
• Community Structure Characterization
• Location Prediction: Communities Speak Louder than Friends
• Artificial Intelligence Based Malware Analysis
• The "Tournaments" Metaphor in Citation Impact Studies: Power-Weakness Ratios (PWR) as a Journal Indicator
• Network analysis of the human structural connectome including the brainstem
• Scaling Fine-grained Modularity Clustering for Massive Graphs
• Fluid Communities: A Competitive, Scalable and Diverse Community Detection Algorithm
• Unsupervised Extraction of Phenotypes from Cancer Clinical Notes for Association Studies
• Casting Multiple Shadows: High-Dimensional Interactive Data Visualisation with Tours and Embeddings
• A new hierarchical clustering algorithm to identify non-overlapping like-minded communities
• A bibliographic view on recurrence plots and recurrence quantification analyses
• CSLens: Towards Better Deploying Charging Stations via Visual Analytics -- A Coupled Networks Perspective
• STRive: An association rule-based system for the exploration of spatiotemporal categorical data
• Submodular Maximization Through Barrier Functions
• Understanding Trends, Patterns, and Dynamics in Global Company Acquisitions: A Network Perspective
• Kuramoto model based analysis reveals oxytocin effects on brain network dynamics
• A Scalable Heuristic for Viral Marketing Under the Tipping Model
• An internet reviews topic hierarchy mining method based on modified continuous renormalization procedure
• Gaining Insights on Student Course Selection in Higher Education with Community Detection
• Search Result Clustering in Collaborative Sound Collections
• Multilayer Modularity Belief Propagation To Assess Detectability Of Community Structure
• Flow-based Community Detection in Hypergraphs
• Heterogeneous Hypergraph Embedding for Graph Classification
• Modeling peer and external influence in online social networks
• Evolution of Scientific Collaboration Network Driven by Homophily and Heterophily
• Considerations about multistep community detection
• Learning thresholds lead to stable language coexistence
• GVE-Louvain: Fast Louvain Algorithm for Community Detection in Shared Memory Setting
• Clustering attributed graphs: models, measures and methods
• Dissecting graph measure performance for node clustering in LFR parameter space
• Bayesian Overlapping Community Detection in Dynamic Networks
• Social Fragmentation Transitions in Large-Scale Parameter Sweep Simulations of Adaptive Social Networks
• Evaluating the role of risk networks on risk identification, classification and emergence
• The Twitter Explorer: a Framework for Observing Twitter through Interactive Networks
• Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge Graphs
• Extremes of Sums and Maxima with Application to Random Networks
• Efficient Personalized Community Detection via Genetic Evolution
• Influential scientists shape knowledge flows between science and IGO policy
• Stochastic Bundle Adjustment for Efficient and Scalable 3D Reconstruction
• Graph Theoretical Analysis of local ultraluminous infrared galaxies and quasars
• Time-dependent community structure in legislation cosponsorship networks in the Congress of the Republic of Peru
• Birds of a Feather Flock Together? A Study of Developers' Flocking and Migration Behavior in GitHub and Stack Overflow
• Multivariate Spatiotemporal Hawkes Processes and Network Reconstruction
• Shaping Communities out of Triangles
• Extraction of Multi-layered Social Networks from Activity Data
• Stochastic fluctuations and the detectability limit of network communities
• SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection
• The Atlas for the Aspiring Network Scientist
• Modular decomposition of Markov chain: detecting hierarchical organization of pervasive communities
• Fault Detection and Identification Using a Novel Process Decomposition Algorithm for Distributed Process Monitoring
• Innovative activities of Activision Blizzard: A patent network analysis
• Mapping the Economic Crisis: Some Preliminary Investigations
• Simultaneous Dimensionality and Complexity Model Selection for Spectral Graph Clustering
• Extracting real social interactions from social media: a debate of COVID-19 policies in Mexico
• Fast Super-Paramagnetic Clustering
• A multilevel analysis to systemic exposure: insights from local and system-wide information
• Inventor collaboration and its persistence across European regions
• Discovering Block Structure in Networks
• AMOS: An Automated Model Order Selection Algorithm for Spectral Graph Clustering
• Connectivity and Community Structure of Online and Register-based Social Networks
• Mesoscopic Structure of the Stock Market and Portfolio Optimization
• Optimal timescale for community detection in growing networks
• Interpretable Visualizations with Differentiating Embedding Networks
• Clubmark: a Parallel Isolation Framework for Benchmarking and Profiling Clustering Algorithms on NUMA Architectures
• Less is More: Simple yet Effective Heuristic Community Detection with Graph Convolution Network
• Scientific Article Summarization Using Citation-Context and Article's Discourse Structure
• Community detection analysis in wind speed-monitoring systems using mutual information-based complex network
• Fast community structure local uncovering by independent vertex-centred process
• A complex network analysis of the Comprehensive R Archive Network (CRAN) package ecosystem
• Transforming Collaboration Data into Network Layers for Enhanced Analytics
• Clustering and Classification in Text Collections Using Graph Modularity
• Predicting the Accuracy of a Few-Shot Classifier
• Network approach towards understanding the crazing in glassy amorphous polymers
• COVID-19 in Mexico: A Network of Epidemics
• Human Atlas: A Tool for Mapping Social Networks
• Community Detection Clustering via Gumbel Softmax
• Computational Methods in Professional Communication
• Understanding complexity via network theory: a gentle introduction
• A new method for community detection in social networks based on message distribution
• Return to basics: Clustering of scientific literature using structural information
• YASCA: A collective intelligence approach for community detection in complex networks
• Metrics for Community Analysis: A Survey
• The Stochastic Replica Approach to Machine Learning: Stability and Parameter Optimization
• Filtering Patent Maps for Visualization of Diversification Paths of Inventors and Organizations
• Global Internet public peering capacity of interconnection: a complex network analysis
• Cities as they could be: Artificial Life and Urban Systems
• Social Analysis of Young Basque Speaking Communities in Twitter
• On Finding the Community with Maximum Persistence Probability
• A Hard Label Black-box Adversarial Attack Against Graph Neural Networks
• Latent structure blockmodels for Bayesian spectral graph clustering
• Dissension or consensus? Management and Business Research in Latin America and the Caribbean
• Urban Analytics: Multiplexed and Dynamic Community Networks
• On the Impact of Communities on Semi-supervised Classification Using Graph Neural Networks
• A Systematic Survey on Multi-relational Community Detection
• Cognitive networks identify the content of English and Italian popular posts about COVID-19 vaccines: Anticipation, logistics, conspiracy and loss of trust
• Learning Optimal Graph Filters for Clustering of Attributed Graphs
• SepNE: Bringing Separability to Network Embedding
• Regional medical inter-institutional cooperation in medical provider network constructed using patient claims data from Japan
• A Probabilistic framework for Quantum Clustering
• Hidden Community Detection in Social Networks
• LPS-GNN : Deploying Graph Neural Networks on Graphs with 100-Billion Edges
• Mining Entity Synonyms with Efficient Neural Set Generation
• STEC-Net: A Spatiotemporal Graph Neural Framework for Community Discovery in Dynamic Social Networks
• Stochastic graph Voronoi tessellation reveals community structure
• Information-theoretic Classification Accuracy: A Criterion that Guides Data-driven Combination of Ambiguous Outcome Labels in Multi-class Classification
• Digital Persuasion: Understanding the Impact of Online Influencers on Public Opinion
• On the Modeling and Simulation of Portfolio Allocation Schemes: an Approach based on Network Community Detection
• On the visualization of the detected communities in dynamic networks: A case study of Twitter's network
• The Importance of Being Negative: A serious treatment of non-trivial edges in brain functional connectome
• Choosing Collaboration Partners. How Scientific Success in Physics Depends on Network Positions
• Using Model-based Overlapping Seed Expansion to detect highly overlapping community structure
• DynComm R Package -- Dynamic Community Detection for Evolving Networks
• Fractals in the Nervous System: conceptual Implications for Theoretical Neuroscience
• Social Network Processes in the Isabelle and Coq Theorem Proving Communities
• Model-based reconstruction of real-world fractal complex networks
• Tourists Profiling by Interest Analysis
• Multiscale modeling of brain network organization
• Online Factorization and Partition of Complex Networks From Random Walks
• Optimizing Edge Sets in Networks to Produce Ground Truth Communities Based on Modularity
• Community Detection in the Hyperbolic Space
• What's Kooking? Characterizing India's Emerging Social Network, Koo
• Early deafness leads to re-shaping of global functional connectivity beyond the auditory cortex
• Single-trajectory map equation
• How do Machine Learning Models Change?
• Communities and Patterns of Scientific collaboration
• Fast Network Community Detection with Profile-Pseudo Likelihood Methods
• Incremental Learning with Accuracy Prediction of Social and Individual Properties from Mobile-Phone Data
• Constructing a Word Similarity Graph from Vector based Word Representation for Named Entity Recognition
• From Text to Topics in Healthcare Records: An Unsupervised Graph Partitioning Methodology
• The parameterised complexity of computing the maximum modularity of a graph
• Generalized Modularity Embedding: a General Framework for Network Embedding
• Community Detection Algorithm Combining Stochastic Block Model and Attribute Data Clustering
• FlashGraph: Processing Billion-Node Graphs on an Array of Commodity SSDs
• Investigating population dynamics of the Kumbh Mela through the lens of cell phone data
• Parallel Heuristics for Scalable Community Detection
• A Comprehensive Framework for Dynamic Bike Rebalancing in a Large Bike Sharing Network
• How Coupled are Mass Spectrometry and Capillary Electrophoresis?
• Linear-time Hierarchical Community Detection
• Link Polarity Prediction from Sparse and Noisy Labels via Multiscale Social Balance
• A multilevel clustering technique for community detection
• Content Distribution Strategies in Opportunistic Networks
• Temporal Analysis of Drifting Hashtags in Textual Data Streams: A Graph-Based Application
• A new edge betweenness measure using a game theoretical approach: an application to hierarchical community detection
• REFRESH: Responsible and Efficient Feature Reselection Guided by SHAP Values
• Personal vs. Know-How Contacts: Which Matter More in Wiki Elections?
• Transforming complex network to the acyclic one
• Core-Periphery Segregation in Evolving Prisoner's Dilemma Networks
• Pathways to Fragmentation:User Flows and Web Distribution Infrastructures
• Extracting hierarchical backbones from bipartite networks
• Hierarchical clustering of bipartite data sets based on the statistical significance of coincidences
• Effective Visualization and Analysis of Recommender Systems
• Partitioning Breaks Communities
• Latent Geometry Inspired Graph Dissimilarities Enhance Affinity Propagation Community Detection in Complex Networks
• Sex-by-age differences in the resting-state brain connectivity
• Outlier Edge Detection Using Random Graph Generation Models and Applications
• Combinations of Affinity Functions for Different Community Detection Algorithms in Social Networks
• Principal Patterns on Graphs: Discovering Coherent Structures in Datasets
• Router-level community structure of the Internet Autonomous Systems
• Robustness of on-device Models: Adversarial Attack to Deep Learning Models on Android Apps
• Graph Analysis Using a GPU-based Parallel Algorithm: Quantum Clustering
• Grounded Discovery of Coordinate Term Relationships between Software Entities
• EntropyWalker, a Fast Algorithm for Small Community Detection in Large Graphs
• Ensemble-Based Discovery of Disjoint, Overlapping and Fuzzy Community Structures in Networks
• Exploring 3D community inconsistency in human chromosome contact networks
• Social Media, Money, and Politics: Campaign Finance in the 2016 US Congressional Cycle
• Co-evolution of Functional Brain Network at Multiple Scales during Early Infancy
• Modeling growth of urban firm networks
• Graph Sparsification with Generative Adversarial Network
• Ranking of Communities in Multiplex Spatiotemporal Models of Brain Dynamics
• Revisiting Spectral Graph Clustering with Generative Community Models
• Friend Network as Gatekeeper: A Study of WeChat Users' Consumption of Friend-Curated Contents
• Containment strategies after the first wave of COVID-19 using mobility data
• On the Evolution of Neuron Communities in a Deep Learning Architecture
• Systematic comparison of graph embedding methods in practical tasks
• Dynamic Community Detection into Analyzing of Wildfires Events
• Can you always reap what you sow? Network and functional data analysis of VC investments in health-tech companies
• Misrepresenting Scientific Consensus on COVID-19: The Amplification of Dissenting Scientists on Twitter
• Towards Modularity Optimization Using Reinforcement Learning to Community Detection in Dynamic Social Networks
• Partition and Code: learning how to compress graphs
• An Interpretable Graph-based Mapping of Trustworthy Machine Learning Research
• Modelling Cooperation and Competition in Urban Retail Ecosystems with Complex Network Metrics
• Harmonic structures of Beethoven quartets: a complex network approach
• Vec2GC -- A Graph Based Clustering Method for Text Representations
• A Reinforcement Approach for Detecting P2P Botnet Communities in Dynamic Communication Graphs
• Testing for the Network Small-World Property
• Community Structure Recovery and Interaction Probability Estimation for Gossip Opinion Dynamics
• From chambers to echo chambers: Quantifying polarization with a second-neighbor approach applied to Twitter's climate discussion
• Collusion-Resistant Worker Set Selection for Transparent and Verifiable Voting
• Revealing role of Korean Physics Society with keyword co-occurrence network
• Sketch-based community detection in evolving networks
• Skeleton coupling: a novel interlayer mapping of community evolution in temporal networks
• Diversity dilemmas: uncovering gender and nationality biases in graduate admissions across top North American computer science programs
• Matrix tri-factorization over the tropical semiring
• Evolution and Transformation of Scientific Knowledge over the Sphaera Corpus: A Network Study
• Vortical interactions in turbulent thermoacoustic systems
• GVE-LPA: Fast Label Propagation Algorithm (LPA) for Community Detection in Shared Memory Setting
• Inference and Visualization of Community Structure in Attributed Hypergraphs Using Mixed-Membership Stochastic Block Models
• Machine Learning Analysis of the Impact of Increasing the Minimum Wage on Income Inequality in Spain from 2001 to 2021
• A generative model for community types in directed networks
• A Survey on Computational Politics
• Global decomposition of networks into multiple cores formed by local hubs
• Inferring financial stock returns correlation from complex network analysis
• Kaleidoscopic reorganization of network communities across different scales
• Learning Graph Filters for Structure-Function Coupling based Hub Node Identification
• Sentiment-Driven Community Detection in a Network of Perfume Preferences
• The GECo algorithm for Graph Neural Networks Explanation
• Emergence of network communities driven by local rules
• Improving community detection via community association strength scores
• A Dimensionality-Reduction Strategy to Compute Shortest Paths in Urban Water Networks
• Global Streams, Local Currents: A Data Analysis on Global VOD Content Consumption
• Utility-aware Social Network Anonymization using Genetic Algorithms
• Revisiting Information Diffusion Beyond Explicit Social Ties: A Study of Implicit-Link Diffusion on Twitter
• Semi-Supervised Overlapping Community Finding based on Label Propagation with Pairwise Constraints
• FedSA-GCL: A Semi-Asynchronous Federated Graph Learning Framework with Personalized Aggregation and Cluster-Aware Broadcasting
• Compiler Testing: A Systematic Literature Analysis
• Graph Attention Networks with Physical Constraints for Anomaly Detection
• ECHO: Encoding Communities via High-order Operators
• Early Identification of Pathogenic Social Media Accounts
• From Nodes to Edges: Edge-Based Laplacians for Brain Signal Processing
• CoSeNet: A Novel Approach for Optimal Segmentation of Correlation Matrices
• Multi-View Community Detection in Facebook Public Pages
• The role of media memorability in facilitating startups' access to venture capital funding
• Combining Knowledge Graphs and NLP to Analyze Instant Messaging Data in Criminal Investigations
• From communities to interpretable network and word embedding: an unified approach
• The Human Geography of Twitter
• Invertible generalized synchronization: A putative mechanism for implicit learning in biological and artificial neural systems
• From clusters to queries: exploiting uncertainty in the modularity landscape of complex networks
• Thermodynamics of the Minimum Description Length on Community Detection
• Altered Modularity and Disproportional Integration in Functional Networks are Markers of Abnormal Brain Organization in Schizophrenia
• A new method for quantifying network cyclic structure to improve community detection
• Symmetrical SyncMap for Imbalanced General Chunking Problems
• Visibility analysis of boundary layer transition
• Network community detection via iterative edge removal in a flocking-like system
• Refinement for community structures of bipartite networks
• Krylov Subspace Approximation for Local Community Detection in Large Networks
• Defending Democracy: Using Deep Learning to Identify and Prevent Misinformation
• Adaptive Epidemic Forecasting and Community Risk Evaluation of COVID-19
• Scalable Community Detection via Parallel Correlation Clustering
• Thing Constellation Visualizer: Exploring Emergent Relationships of Everyday Objects
• Creative Diversity: Patterns in the Creative Habits of ~10,000 People
• The Colombian Scientific Elite -- Science Mapping and Bibliometric Outlook
• The way to uncover community structure with core and diversity
• Reflexivity in Issues of Scale and Representation in a Digital Humanities Project
• The Cognitive Science of Extremist Ideologies Online
• Deduplication in a massive clinical note dataset
• Streaming Local Community Detection through Approximate Conductance
• Cognitive network science quantifies feelings expressed in suicide letters and Reddit mental health communities
• Mining Influentials and their Bot Activities on Twitter Campaigns
• Echo Chambers and Segregation in Social Networks: Markov Bridge Models and Estimation
• Centrality with Diversity
• Overcoming Bias in Community Detection Evaluation
• Limited Random Walk Algorithm for Big Graph Data Clustering
• Triangles as basis to detect communities: an application to Twitter's network
• The Automatic Quasi-clique Merger algorithm (AQCM)
• Permanence and Community Structure in Complex Networks
• Leveraging Evolution Dynamics to Generate Benchmark Complex Networks with Community Structures
• Improving Test Distance for Failure Clustering with Hypergraph Modelling
• Evolutionary Multi Objective Optimization Algorithm for Community Detection in Complex Social Networks
• Networks of plants: how to measure similarity in vegetable species
• Cognitive Analysis of Security Threats on Social Networking Services: Slovakia in need of stronger action
• Complex networks for event detection in heterogeneous high volume news streams
• Structure and Dynamic of Global Population Migration Network
• Community Structure aware Embedding of Nodes in a Network
• The p-Innovation ecosystems model
• Social Cybersecurity Chapter 13: Casestudy with COVID-19 Pandemic
• Mining Essential Relationships under Multiplex Networks
• A Social Network of Russian "Kompromat"
• Second Order Operators in the NASA Astrophysics Data System
• Supervised Vector Quantized Variational Autoencoder for Learning Interpretable Global Representations
• Tanbih: Get To Know What You Are Reading
• Does hospital cooperation increase the quality of healthcare?
• Mathematical Modeling of Systemic Risk in Financial Networks: Managing Default Contagion and Fire Sales
• Towards Understanding the Information Ecosystem Through the Lens of Multiple Web Communities
• Universal Approximation of Edge Density in Large Graphs
• Efficient Algorithms for Generating Provably Near-Optimal Cluster Descriptors for Explainability
• Towards Semantic Noise Cleansing of Categorical Data based on Semantic Infusion
• It is not just about the Melody: How Europe Votes for its Favorite Songs
• Network inference and community detection, based on covariance matrices, correlations and test statistics from arbitrary distributions
• "When and Where?": Behavior Dominant Location Forecasting with Micro-blog Streams
• Understanding VSIDS Branching Heuristics in Conflict-Driven Clause-Learning SAT Solvers
• Unifying Modular and Core-Periphery Structure in Functional Brain Networks over Development
• An analysis of community structure in Brazilian political topic-based Twitter networks
• Ride Sharing and Dynamic Networks Analysis
• The effect of constraints on information loss and risk for clustering and modification based graph anonymization methods
• The structural role of the core literature in history
• Identification de rôles communautaires dans des réseaux orientés appliquée à Twitter
• A Sparse Completely Positive Relaxation of the Modularity Maximization for Community Detection
• LitStoryTeller: An Interactive System for Visual Exploration of Scientific Papers Leveraging Named entities and Comparative Sentences
• How to Measure Sessions of Mobile Device Use? Quantification, Evaluation, and Applications
• Impact of local information in growing networks
• Mining for Spatially-Near Communities in Geo-Located Social Networks
• Rôle communautaire des capitalistes sociaux dans Twitter
• Inequalities, Preferences and Rankings in US Sports Coach Hiring Networks
• Representing Big Data as Networks: New Methods and Insights
• Detecting hierarchical and overlapping network communities using locally optimal modularity changes
• Clean up or mess up: the effect of sampling biases on measurements of degree distributions in mobile phone datasets
• ScienceWISE: Topic Modeling over Scientific Literature Networks
• Around Average Behavior: 3-lambda Network Model
• Large Social Networks can be Targeted for Viral Marketing with Small Seed Sets
• Community detection and tracking on networks from a data fusion perspective
• An Improved Node Ranking for Label Propagation and Modularity based Clustering
• Clustering evolving data using kernel-based methods
• Model Identification of a Network as Compressing Sensing
• MAP: Microblogging Assisted Profiling of TV Shows
• Controlled Label Propagation: Preventing Over-Propagation through Gradual Expansion
• Probabilistic Clustering of Time-Evolving Distance Data
• A new methodology for constructing a publication-level classification system of science
• Cooperation on Social Networks and Its Robustness
• Investigating an online social network using spatial interaction models
• Une nouvelle mesure pour l'évaluation des méthodes de détection de communautés
• Leveraging Peer Centrality in the Design of Socially-Informed Peer-to-Peer Systems
• On role extraction for digraphs via neighbourhood pattern similarity
• Overlapping Communities Detection via Measure Space Embedding
• Using Dual-Network Analyser for extracting communities from Dual Networks
• GraphBreak: Tool for Network Community based Regulatory Medicine, Gene co-expression, Linkage Disequilibrium analysis, functional annotation and more
• Weighted Graph Nodes Clustering via Gumbel Softmax
• A game-theoretic analysis of DoS attacks on driverless vehicles
• How Information Diffuse in a Nomination Network
• Learning Resolution Parameters for Graph Clustering
• Assessing Individual and Community Vulnerability to Fake News in Social Networks
• A Comparative Study of Different Approaches for Tracking Communities in Evolving Social Networks
• Fiducia: A Personalized Food Recommender System for Zomato
• Community Preserved Social Graph Publishing with Node Differential Privacy
• Tweeting for the Cause: Network analysis of UK petition sharing
• Attributed Graph Modeling with Vertex Replacement Grammars
• Binomial Tails for Community Analysis
• Correlation-Based Community Detection
• Can "Hot Spots" in the Sciences Be Mapped Using the Dynamics of Aggregated Journal-Journal Citation Relations?
• Network experimentation at scale
• Cost-efficiency trade-offs of the human brain network revealed by a multiobjective evolutionary algorithm
• Biblical names' relationships in the Gospel of Matthew, Mark, Luke, John and Acts of Apostles
• Exploring and comparing temporal clustering methods
• A Distributed Algorithm for Overlapped Community Detection in Large-Scale Networks
• Measuring the Impact of Influence on Individuals: Roadmap to Quantifying Attitude
• Clustered Gaussian Graphical Model via Symmetric Convex Clustering
• CIIA:A New Algorithm for Community Detection
• Beyond the network of plants volatile organic compounds
• Leaders, Followers, and Community Detection
• Diffusing Your Mobile Apps: Extending In-Network Function Virtualization to Mobile Function Offloading
• Fuel-Efficient En Route Formation of Truck Platoons
• Partial Hierarchical Pose Graph Optimization for SLAM
• Data mining Mandarin tone contour shapes
• Demonstrating research subcommunities in mathematical networks
• Graphyti: A Semi-External Memory Graph Library for FlashGraph
• Incremental Community Detection in Distributed Dynamic Graph
• Interactive Overlays: A New Method for Generating Global Journal Maps from Web-of-Science Data
• Mining Application-aware Community Organization with Expanded Feature Subspaces from Concerned Attributes in Social Networks
• Learning Bundled Care Opportunities from Electronic Medical Records
• A Data-Driven Analysis of the Influence of Care Coordination on Trauma Outcome
• A Web Scale Entity Extraction System
• A fast clustering algorithm for mining social network data
• WikiCSSH: Extracting and Evaluating Computer Science Subject Headings from Wikipedia
• Developmental tendencies in the Academic Field of Intellectual Property through the Identification of Invisible Colleges
• The Function of Communities in Protein Interaction Networks at Multiple Scales
• Synthesizing Brain-Network-Inspired Interconnections for Large-Scale Network-on-Chips
• Data-driven Clustering in Ad-hoc Networks based on Community Detection
• BigGraphVis: Leveraging Streaming Algorithms and GPU Acceleration for Visualizing Big Graphs
• Structure Amplification on Multi-layer Stochastic Block Models
• Uncovering nodes that spread information between communities in social networks
• Using micro- and macro-level network metrics unveils top communicative gene modules in psoriasis
• Community membership consistency applied to corporate board interlock networks
• NetSciEd: Network Science and Education for the Interconnected World
• Network analysis of Japanese global business using quasi-exhaustive micro-data for Japanese overseas subsidiaries
• A method to evaluate the reliability of social media data for social network analysis
• Observation of complex functional cortical patterns in brain cognition
• Code and Structure Editing for Teaching: A Case Study in using Bibliometrics to Guide Computer Science Research
• A Survey on Role-Oriented Network Embedding
• Measuring inter-cluster similarities with Alpha Shape TRIangulation in loCal Subspaces (ASTRICS) facilitates visualization and clustering of high-dimensional data
• Auto-detecting groups based on textual similarity for group recommendations
• Evolution of Communities with Focus on Stability (extended abstract)
• HomDroid: Detecting Android Covert Malware by Social-Network Homophily Analysis
• Guided Machine Learning for power grid segmentation
• How to Hijack Twitter: Online Polarisation Strategies of Germany's Political Far-Right
• Analysis of Social Group Dynamics
• Opportunities and challenges in partitioning the graph measure space of real-world networks
• Topic Modeling and Progression of American Digital News Media During the Onset of the COVID-19 Pandemic
• ComReg: A Complex Network Approach to Prioritize Test Cases for Regression Testing
• Social Network Analysis Using Coordination Games
• Science Mapping to study academic knowledge circulation
• Network Controllability in the IFG Relates to Controlled Language Variability and Susceptibility to TMS
• A framework for community detection in heterogeneous multi-relational networks
• The efficiency of community detection by most similar node pairs
• Local Core Members Aided Community Structure Detection
• Analysis of Leading Communities Contributing to arXiv Information Distribution on Twitter
• Italian Twitter semantic network during the Covid-19 epidemic
• Aggregative Coarsening for Multilevel Hypergraph Partitioning
• Uncovering the Local Hidden Community Structure in Social Networks
• Similarity network fusion for scholarly journals
• Identification of hybrid node and link communities in complex networks
• Network Community Detection with A Successive Spectral Relaxation Method
• Community-Detection via Hashtag-Graphs for Semi-Supervised NMF Topic Models
• ComPAS: Community Preserving Sampling for Streaming Graphs
• Cross-network transferable neural models for WLAN interference estimation
• Multiscale methods for signal selection in single-cell data
• Incremental Eigenpair Computation for Graph Laplacian Matrices: Theory and Applications
• Probabilistic and Regularized Graph Convolutional Networks
• Towards a comprehensive visualization of structure in data
• Using tf-idf as an edge weighting scheme in user-object bipartite networks
• Approximate Privacy-Preserving Neighbourhood Estimations
• Opinion Divergence Reveals the Hierarchical and Overlapping Community Structure in Networks
• Effects of Network Communities and Topology Changes in Message-Passing Computation of Harmonic Influence in Social Networks
• Application of a cognitive-inspired algorithm for detecting communities in mobility networks
• Testing Alignment of Node Attributes with Network Structure Through Label Propagation
• The evolving networks of debtor-creditor relationships with addition and deletion of nodes: a case of P2P lending
• Team dynamics during the delivery of a large-scale, engineered system
• Human-Centric Community Detection in Hybrid Metaverse Networks with Integrated AI Entities
• MRAttractor: Detecting Communities from Large-Scale Graphs
• On Varying Topology of Complex Networks and Performance Limitations of Community Detection Algorithms
• Adult content in Social Live Streaming Services: Characterizing deviant users and relationships
• Analysis and Modeling of Behavioral Changes in a News Service
• 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
• Approximating Spatial Distance Through Confront Networks: Application to the Segmentation of Medieval Avignon
• From Community Detection to Community Deception
• Community Detection in Energy Networks based on Energy Self-Sufficiency and Dynamic Flexibility Activation
• Identifying Community Structures in Dynamic Networks
• LLMs Between the Nodes: Community Discovery Beyond Vectors
• Ensemble-based Overlapping Community Detection using Disjoint Community Structures
• Robustness and size-dependence of circadian rhythms in multiscale suprachiasmatic-nucleus networks
• Community Structure in Interaction Web Service Networks
• Understanding the Gist of Images - Ranking of Concepts for Multimedia Indexing
• Contributions to Representation Learning with Graph Autoencoders and Applications to Music Recommendation
• International Co-authorship Relations in the Social Science Citation Index: Is Internationalization Leading the Network?
• Reputation Gaming in Stack Overflow
• GPU-Accelerated Multilevel Graph Clustering: A Parallel Perspective on Louvain and Leiden
• Validation of community robustness
• SoK: Practical Aspects of Releasing Differentially Private Graphs
• Improving Community Detection by Mining Social Interactions
• Blind Men and the Elephant: Detecting Evolving Groups In Social News
• Structural transitions induced by adaptive rewiring in networks with fixed states
• Model of complex networks based on citation dynamics
• Multi-modal Mining and Modeling of Big Mobile Networks Based on Users Behavior and Interest
• A Sketch Based Game Theoretic Approach to Detect Anomalous Dense Sub-Communities in Large Data Streams
• Community Integration Algorithms (CIAs) for Dynamical Systems on Networks
• Global Patterns of Synchronization in Human Communications
• Mapping Regional Disparities in Discounted Grocery Products
• Empirical determination of the optimum attack for fragmentation of modular networks
• Community-level Contagion among Diverse Financial Assets
• Oscillatory dynamics between language usage and economic activity
• Spontaneous Activity in the Visual Cortex is Organized by Visual Streams
• Unveiling Political Influence Through Social Media: Network and Causal Dynamics in the 2022 French Presidential Election
• Addressing the Invisible: Street Address Generation for Developing Countries with Deep Learning
• A High-Performance Evolutionary Multiobjective Community Detection Algorithm
• Emergence of communities on a coevolutive model of wealth interchange
• Unveiling hidden features of the Kitaev model through a complex-network analysis
• Prioritizing Original News on Facebook
• CitNetExplorer: A new software tool for analyzing and visualizing citation networks
• Block-corrected Modularity for Community Detection
• Beyond One Solution: The Case for a Comprehensive Exploration of Solution Space in Community Detection
• A New Perspective on ADHD Research: Knowledge Graph Construction with LLMs and Network Based Insights
• Interactive Overlays of Journals and the Measurement of Interdisciplinarity on the basis of Aggregated Journal-Journal Citations
• Techniques for clustering interaction data as a collection of graphs
• Looking for grass-root sources of systemic risk: the case of "cheques-as-collateral" network
• Understanding Vulnerability of Communities in Complex Networks
• Overlapping Community Detection Optimization and Nash Equilibrium
• Selection of single cell clustering methodologies through rank aggregation of multiple performance measures
• Testing network clustering algorithms with Natural Language Processing
• Agglomerative Likelihood Clustering
• Simulation-Optimization Approaches for the Network Immunization Problem with Quarantining
• Towards Better Benchmark Datasets for Inductive Knowledge Graph Completion
• Resilience of human brain functional coactivation networks under thresholding
• The Power of Communities: A Text Classification Model with Automated Labeling Process Using Network Community Detection
• Identifying the Hierarchical Influence Structure Behind Smart Sanctions Using Network Analysis
• Social Influence and Radicalization: A Social Data Analytics Study
• Homophilic organization of egocentric communities in ICT services
• The anatomy of urban social networks and its implications in the searchability problem
• Group Evolution Discovery in Social Networks
• Simplification of networks via conservation of path diversity and minimisation of the search information
• SCG: Spotting Coordinated Groups in Social Media
• Distributed Community Detection with the WCC Metric
• Domain Embeddings for Generating Complex Descriptions of Concepts in Italian Language
• Modelling Urban Dynamics with Multi-Modal Graph Convolutional Networks
• Hidden Community Detection on Two-layer Stochastic Models: a Theoretical Perspective
• Sparse Nonnegative Matrix Factorization for Multiple Local Community Detection
• MGA: Momentum Gradient Attack on Network
• A Study of the Spatio-Temporal Correlations in Mobile Calls Networks
• Does "Fans Economy" Work for Chinese Pop Music Industry?
• Reinventing the Triangles: Rule of Thumb for Assessing Detectability
• SGPD Volume Maximization for Community Detection
• Community Detection by a Riemannian Projected Proximal Gradient Method
• A Probabilistic Framework for Structural Analysis in Directed Networks
• Network reinforcement driven drug repurposing for COVID-19 by exploiting disease-gene-drug associations
• SynSetExpan: An Iterative Framework for Joint Entity Set Expansion and Synonym Discovery
• Uncovering communities of pipelines in the task-fMRI analytical space
• Novel Edge and Density Metrics for Link Cohesion
• Community Detection from Location-Tagged Networks
• ProblemChild: Discovering Anomalous Patterns based on Parent-Child Process Relationships
• Automatic Story Construction from News Articles in an Online Fashion
• Global Patterns of Human Synchronization
• Determinants of occupational mobility within the social stratification structure in India
• Study of inter-individual variability of three-dimensional data table: detection of unstable variables and samples
• Weighted Network Analysis of Biologically Relevant Chemical Spaces
• Strategic forecasting of internet of things technologies through patent social network and innovation cluster analysis
• Impact of Random Failures and Attacks on Poisson and Power-Law Random Networks
• Computing Shortest Paths Using A*, Landmarks, and Polygon Inequalities (Abstract)
• Construction of a Pragmatic Base Line for Journal Classifications and Maps Based on Aggregated Journal-Journal Citation Relations
• Building Mini-Categories in Product Networks
• Prediction Model Based on Integrated Political Economy System: The Case of US Presidential Election
• The network paradigm as a modeling tool in regional economy: the case of interregional commuting in Greece
• Word Embedding-based Text Processing for Comprehensive Summarization and Distinct Information Extraction
• Tweeting Over The Border: An Empirical Study of Transnational Migration in San Diego and Tijuana
• A collaborative path to scientific discovery: Distribution of labor, productivity and innovation in collaborative science
• Active feature selection discovers minimal gene sets for classifying cell types and disease states with single-cell mRNA-seq data
• Identifying Weakly Connected Subsystems in Building Energy Model for Effective Load Estimation in Presence of Parametric Uncertainty
• In the mood: the dynamics of collective sentiments on Twitter
• Network Analysis of Attitudes towards Immigrants in Asia
• Workgroup Mapping: Visual Analysis of Collaboration Culture
• Detecting Communities in Heterogeneous Multi-Relational Networks:A Message Passing based Approach
• Inferring Network Structure From Data
• Promotion and resignation in employee networks
• Modelling the Structure and Dynamics of Science Using Books
• An Efficient homophilic model and Algorithms for Community Detection using Nash Dynamics
• Learning with Semi-Definite Programming: new statistical bounds based on fixed point analysis and excess risk curvature
• Text analysis and deep learning: A network approach
• The Accounting Network: how financial institutions react to systemic crisis
• Research on Innovation in China and Latin America: bibliometric insights in business, management, accounting, and decision sciences
• Modularity of regular and treelike graphs
• Detecting Local Community Structures in Social Networks Using Concept Interestingness
• Discovering Multiple Design Approaches in Programming Assignment Submissions
• Graph-Community Detection for Cross-Document Topic Segment Relationship Identification