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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 651–660 of 919 papers

Title	Date	Tasks	Status	Hype
Improved Deep Embeddings for Inferencing with Multi-Layered Networks	Sep 20, 2018	Community DetectionLink Prediction	—Unverified	0
Modular decomposition of protein structure using community detection	Sep 18, 2018	Community Detectiondomain classification	—Unverified	0
Characterizing functional brain networks and emotional centers based on Rasa theory of Indian aesthetics	Sep 14, 2018	Community DetectionEEG	—Unverified	0
BiasedWalk: Biased Sampling for Representation Learning on Graphs	Sep 7, 2018	Community DetectionGeneral Classification	CodeCode Available	0
Logistic Regression Augmented Community Detection for Network Data with Application in Identifying Autism-Related Gene Pathways	Sep 7, 2018	Community Detection	—Unverified	0
Blind Community Detection from Low-rank Excitations of a Graph Filter	Sep 5, 2018	Community Detection	—Unverified	0
Finding Dory in the Crowd: Detecting Social Interactions using Multi-Modal Mobile Sensing	Aug 30, 2018	Community Detection	—Unverified	0
A Survey on Theoretical Advances of Community Detection in Networks	Aug 26, 2018	ClusteringCommunity Detection	—Unverified	0
Community detection in networks without observing edges	Aug 18, 2018	Community Detection	CodeCode Available	0
Content-driven, unsupervised clustering of news articles through multiscale graph partitioning	Aug 3, 2018	ArticlesClustering	—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