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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 751–760 of 919 papers

Title	Date	Tasks	Status	Hype
Diversity of meso-scale architecture in human and non-human connectomes	Feb 10, 2017	Community DetectionDiversity	—Unverified	0
Font Size: Community Preserving Network Embedding	Feb 10, 2017	Community DetectionNetwork Embedding	CodeCode Available	0
Disentangling group and link persistence in Dynamic Stochastic Block models	Jan 20, 2017	Community Detection	—Unverified	0
From Community Detection to Community Profiling	Jan 17, 2017	Community Detection	—Unverified	0
Improving Coarsening Schemes for Hypergraph Partitioning by Exploiting Community Structure	Jan 1, 2017	Community Detectiongraph partitioning	CodeCode Available	0
Network Visualisations for Exploring Political Concepts	Jan 1, 2017	Community DetectionTopic Models	—Unverified	0
Finding overlapping community from social networks based on community forest model	Dec 29, 2016	Community Detection	—Unverified	0
IEDC: An Integrated Approach for Overlapping and Non-overlapping Community Detection	Dec 14, 2016	Community Detection	—Unverified	0
Segmentation of large images based on super-pixels and community detection in graphs	Dec 12, 2016	Community DetectionImage Segmentation	—Unverified	0
Statistical and Computational Guarantees of Lloyd's Algorithm and its Variants	Dec 7, 2016	BIG-bench Machine LearningClustering	—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