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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 481–490 of 919 papers

Title	Date	Tasks	Status	Hype
Community detection and Social Network analysis based on the Italian wars of the 15th century	Jul 6, 2020	ClusteringCommunity Detection	—Unverified	0
On spectral algorithms for community detection in stochastic blockmodel graphs with vertex covariates	Jul 4, 2020	ClusteringCommunity Detection	CodeCode Available	0
Information Retrieval and Extraction on COVID-19 Clinical Articles Using Graph Community Detection and Bio-BERT Embeddings	Jul 1, 2020	ArticlesCommunity Detection	—Unverified	0
Towards analyzing large graphs with quantum annealing and quantum gate computers	Jun 30, 2020	Community DetectionLEMMA	—Unverified	0
Non-Convex Exact Community Recovery in Stochastic Block Model	Jun 29, 2020	Community DetectionStochastic Block Model	CodeCode Available	0
Community detection and percolation of information in a geometric setting	Jun 28, 2020	Community Detection	—Unverified	0
Statistical inference of assortative community structures	Jun 25, 2020	Community DetectionModel Selection	—Unverified	0
Community-Based Data Integration of Course and Job Data in Support of Personalized Career-Education Recommendations	Jun 24, 2020	Community DetectionData Integration	—Unverified	0
An _p theory of PCA and spectral clustering	Jun 24, 2020	ClusteringCommunity Detection	—Unverified	0
Applying Machine Learning Techniques for Caching in Edge Networks: A Comprehensive Survey	Jun 21, 2020	BIG-bench Machine LearningCommunity 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