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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

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 661–670 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Word Embedding-based Text Processing for Comprehensive Summarization and Distinct Information Extraction	Apr 21, 2020	ClusteringCommunity Detection	—Unverified	0	0
Word sense induction using word embeddings and community detection in complex networks	Mar 22, 2018	Community DetectionWord Embeddings	—Unverified	0	0
Would I regret later joining this Community ? Using temporal neighborhood information for community retention in a game theoretic community detection framework	Nov 24, 2021	Community Detection	—Unverified	0	0
Zombie Account Detection Based on Community Detection and Uneven Assignation PageRank	Jan 4, 2021	Community Detection	—Unverified	0	0
Topological Data Analysis of Task-Based fMRI Data from Experiments on Schizophrenia	Sep 22, 2018	ClusteringCommunity Detection	—Unverified	0	0
Zoo Guide to Network Embedding	May 5, 2023	Community DetectionLink Prediction	—Unverified	0	0
Community Detection and Growth Potential Prediction from Patent Citation Networks	Apr 23, 2019	ClusteringCommunity Detection	—Unverified	0	0
Community Detection and Growth Potential Prediction Using the Stochastic Block Model and the Long Short-term Memory from Patent Citation Networks	Apr 23, 2019	ClusteringCommunity Detection	—Unverified	0	0
A Multi-Strategy Approach to Overcoming Bias in Community Detection Evaluation	Sep 21, 2019	Community Detection	—Unverified	0	0
Heterogeneous-Temporal Graph Convolutional Networks: Make the Community Detection Much Better	Sep 23, 2019	Community Detection	—Unverified	0	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	GNN	Accuracy-NE	2	—	Unverified
2	CommunityGAN	F1-score	0.09	—	Unverified
3	Ego-Splitting	F1-score	0.04	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	EdMot	NMI	0.42	—	Unverified
2	CDNMF	NMI	0.4	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.48	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CommunityGAN	F1-Score	0.15	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.56	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.65	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.71	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.57	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Smooth GEMSEC 2	Modularity	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CDNMF	ACC	0.67	—	Unverified