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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 491–500 of 919 papers

Title	Date	Tasks	Status	Hype
Assortative-Constrained Stochastic Block Models	Apr 21, 2020	Community DetectionStochastic Block Model	CodeCode Available	0
Strong Consistency, Graph Laplacians, and the Stochastic Block Model	Apr 21, 2020	ClusteringCommunity Detection	—Unverified	0
Word Embedding-based Text Processing for Comprehensive Summarization and Distinct Information Extraction	Apr 21, 2020	ClusteringCommunity Detection	—Unverified	0
Flow-based Algorithms for Improving Clusters: A Unifying Framework, Software, and Performance	Apr 20, 2020	ClusteringCommunity Detection	CodeCode Available	1
Recommendation system using a deep learning and graph analysis approach	Apr 17, 2020	Community DetectionDeep Learning	CodeCode Available	0
Provable Overlapping Community Detection in Weighted Graphs	Apr 15, 2020	Community Detection	—Unverified	0
Encoder blind combinatorial compressed sensing	Apr 10, 2020	Community Detectioncompressed sensing	—Unverified	0
Detecting Dynamic Community Structure in Functional Brain Networks Across Individuals: A Multilayer Approach	Apr 9, 2020	Community DetectionStochastic Block Model	—Unverified	0
Reliable Time Prediction in the Markov Stochastic Block Model	Apr 9, 2020	ClusteringCollaborative Filtering	CodeCode Available	0
Detecting Communities in Heterogeneous Multi-Relational Networks:A Message Passing based Approach	Apr 6, 2020	Community 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