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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 511–520 of 919 papers

Title	Date	Tasks	Status	Hype
Detecting Communities in Heterogeneous Multi-Relational Networks:A Message Passing based Approach	Apr 6, 2020	Community Detection	—Unverified	0
Gossip and Attend: Context-Sensitive Graph Representation Learning	Mar 30, 2020	ClusteringCommunity Detection	CodeCode Available	0
Session-based Suggestion of Topics for Geographic Exploratory Search	Mar 25, 2020	Community Detection	—Unverified	0
Non-backtracking walks reveal compartments in sparse chromatin interaction networks	Mar 22, 2020	Community DetectionStochastic Block Model	—Unverified	0
A unified framework for spectral clustering in sparse graphs	Mar 20, 2020	ClusteringCommunity Detection	CodeCode Available	0
Overlapping Community Detection in Weighted Temporal Text Networks	Mar 17, 2020	Community Detection	—Unverified	0
Merge-split Markov chain Monte Carlo for community detection	Mar 16, 2020	Community DetectionStochastic Block Model	—Unverified	0
Analysis of ResearchGate, A Community Detection Approach	Mar 12, 2020	Community DetectionNavigate	CodeCode Available	0
Novel Edge and Density Metrics for Link Cohesion	Mar 6, 2020	Community Detection	—Unverified	0
Struct-MMSB: Mixed Membership Stochastic Blockmodels with Interpretable Structured Priors	Feb 21, 2020	Community DetectionProbabilistic Programming	—Unverified	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