SOTAVerified

Community Detection

Community Detection is one of the fundamental problems in network analysis, where the goal is to find groups of nodes that are, in some sense, more similar to each other than to the other nodes.

Source: Randomized Spectral Clustering in Large-Scale Stochastic Block Models

Papers

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Showing 351–400 of 919 papers

TitleStatusHype
Vaccine skepticism detection by network embeddingCode0
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science—0
Incremental Community Detection in Distributed Dynamic Graph—0
Robustness modularity in complex networksCode0
Clique percolation method: memory efficient almost exact communitiesCode0
Sentiment and structure in word co-occurrence networks on Twitter—0
A useful criterion on studying consistent estimation in community detection—0
LEARNING GUARANTEES FOR GRAPH CONVOLUTIONAL NETWORKS ON THE STOCHASTIC BLOCK MODEL—0
Quantifying the Controllability of Coarsely Characterized Networked Dynamical Systems—0
Chaining Data - A Novel Paradigm in Artificial Intelligence Exemplified with NMF based Clustering—0
A Deep Latent Space Model for Directed Graph Representation Learning—0
Joint Content-Context Analysis of Scientific Publications: Identifying Opportunities for Collaboration in Cognitive Science—0
Memory-Efficient Convex Optimization for Self-Dictionary Separable Nonnegative Matrix Factorization: A Frank-Wolfe ApproachCode0
Community detection for weighted bipartite networks—0
Reconstruction on Trees and Low-Degree Polynomials—0
Popularity Adjusted Block Models are Generalized Random Dot Product GraphsCode0
ABCDE: Approximating Betweenness-Centrality ranking with progressive-DropEdgeCode0
Providing an Approach to Predicting Customer Quality in E-Commerce Social Networks Based on Big Data and Unsupervised Learning Method—0
Community Detection in Cryptocurrencies with Potential Applications to Portfolio Diversification—0
Identifying Illicit Drug Dealers on Instagram with Large-scale Multimodal Data Fusion—0
SamBaS: Sampling-Based Stochastic Block Partitioning—0
A Random Matrix Perspective on Random Tensors—0
A Framework for Multi-View Classification of Features—0
Data-driven Clustering in Ad-hoc Networks based on Community Detection—0
BigGraphVis: Leveraging Streaming Algorithms and GPU Acceleration for Visualizing Big Graphs—0
International Trade Network: Country centrality and COVID-19 pandemic—0
Scalable Community Detection via Parallel Correlation ClusteringCode0
The Hyperspherical Geometry of Community Detection: Modularity as a DistanceCode0
Subspace Clustering Based Analysis of Neural NetworksCode0
Fundamental limits for rank-one matrix estimation with groupwise heteroskedasticityCode0
A Deep Latent Space Model for Graph Representation LearningCode0
Spectral goodness-of-fit tests for complete and partial network dataCode0
Federated Myopic Community Detection with One-shot Communication—0
Streaming Belief Propagation for Community Detection—0
Identifying Linked Fraudulent Activities Using GraphConvolution Network—0
Low-Rank Projections of GCNs Laplacian—0
A Comprehensive Survey on Community Detection with Deep Learning—0
Topic Modeling and Progression of American Digital News Media During the Onset of the COVID-19 Pandemic—0
From Base Data To Knowledge Discovery -- A Life Cycle Approach -- Using Multilayer Networks—0
An Interpretable Graph-based Mapping of Trustworthy Machine Learning Research—0
Joint Community Detection and Rotational Synchronization via Semidefinite ProgrammingCode0
Memory-aware framework for fast and scalable second-order random walk over billion-edge natural graphs—0
Semidefinite Programming for Community Detection with Side InformationCode0
Improving Community Detection Performance in Heterogeneous Music Network by Learning Edge-type Usefulness Distribution—0
Tail-Net: Extracting Lowest Singular Triplets for Big Data Applications—0
Vec2GC -- A Graph Based Clustering Method for Text RepresentationsCode0
Large-scale nonlinear Granger causality for inferring directed dependence from short multivariate time-series data—0
Mining Trends of COVID-19 Vaccine Beliefs on Twitter with Lexical Embeddings—0
Community Detection in General Hypergraph via Graph Embedding—0
Term-community-based topic detection with variable resolution—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1GNNAccuracy-NE2—Unverified
2CommunityGANF1-score0.09—Unverified
3Ego-SplittingF1-score0.04—Unverified
#ModelMetricClaimedVerifiedStatus
1EdMotNMI0.42—Unverified
2CDNMFNMI0.4—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.48—Unverified
#ModelMetricClaimedVerifiedStatus
1CommunityGANF1-Score0.15—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.56—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.69—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.65—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.68—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.71—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.57—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.86—Unverified
#ModelMetricClaimedVerifiedStatus
1Smooth GEMSEC 2Modularity0.85—Unverified
#ModelMetricClaimedVerifiedStatus
1CDNMFACC0.67—Unverified