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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 471–480 of 919 papers

Title	Date	Tasks	Status	Hype	Score
Optimized Tracking of Topic Evolution	Dec 16, 2019	Community Detection	—Unverified	0	0
Optimizing Generalized PageRank Methods for Seed-Expansion Community Detection	May 26, 2019	Community DetectionGPR	—Unverified	0	0
Optimizing parameter search for community detection in time evolving networks of complex systems	Jul 24, 2023	Community Detection	—Unverified	0	0
Orthogonal symmetric non-negative matrix factorization under the stochastic block model	May 17, 2016	ClusteringCommunity Detection	—Unverified	0	0
Overcoming Bias in Community Detection Evaluation	Feb 6, 2021	Community Detection	—Unverified	0	0
Overlapping Communities Detection via Measure Space Embedding	Apr 26, 2015	Community DetectionStochastic Block Model	—Unverified	0	0
Overlapping Community Detection by Online Cluster Aggregation	Apr 26, 2015	Community Detection	—Unverified	0	0
Overlapping Community Detection in Temporal Text Networks	Jan 13, 2021	Community Detection	—Unverified	0	0
Overlapping Community Detection in Weighted Temporal Text Networks	Mar 17, 2020	Community Detection	—Unverified	0	0
Overlapping Community Detection Optimization and Nash Equilibrium	Jun 26, 2014	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