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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 811–820 of 919 papers

Title	Date	Tasks	Status	Hype
Partial Recovery Bounds for the Sparse Stochastic Block Model	Feb 2, 2016	Community DetectionStochastic Block Model	—Unverified	0
Hierarchical organization of functional connectivity in the mouse brain: a complex network approach	Jan 27, 2016	Community DetectionFunctional Connectivity	—Unverified	0
A new correlation clustering method for cancer mutation analysis	Jan 25, 2016	ClusteringCommunity Detection	—Unverified	0
Local Network Community Detection with Continuous Optimization of Conductance and Weighted Kernel K-Means	Jan 21, 2016	Community DetectionLocal Community Detection	—Unverified	0
Real-Time Community Detection in Large Social Networks on a Laptop	Jan 15, 2016	Community DetectionDistributed Computing	CodeCode Available	0
Detecting local processing unit in drosophila brain by using network theory	Dec 28, 2015	Community Detection	—Unverified	0
Dynamic Range in the C.elegans Brain Network	Dec 28, 2015	Community Detection	—Unverified	0
Convexified Modularity Maximization for Degree-corrected Stochastic Block Models	Dec 28, 2015	ClusteringCommunity Detection	—Unverified	0
Incremental Method for Spectral Clustering of Increasing Orders	Dec 23, 2015	ClusteringCommunity Detection	—Unverified	0
Topic segmentation via community detection in complex networks	Dec 4, 2015	ArticlesCommunity Detection	—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