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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 551–560 of 919 papers

Title	Date	Tasks	Status	Hype
Is Performance of Scholars Correlated to Their Research Collaboration Patterns?	Nov 5, 2019	Community DetectionGraph Embedding	CodeCode Available	0
GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction	Nov 5, 2019	Community DetectionGeneral Classification	CodeCode Available	0
SoulMate: Short-text author linking through Multi-aspect temporal-textual embedding	Oct 27, 2019	Community Detectionnamed-entity-recognition	—Unverified	0
Clustering in graphs and hypergraphs with categorical edge labels	Oct 22, 2019	ClusteringCommunity Detection	CodeCode Available	0
Spectral CUSUM for Online Network Structure Change Detection	Oct 20, 2019	Change DetectionCommunity Detection	—Unverified	0
ALOHA: Artificial Learning of Human Attributes for Dialogue Agents	Oct 18, 2019	Community DetectionLanguage Modelling	CodeCode Available	0
A Unified Framework for Tuning Hyperparameters in Clustering Problems	Oct 17, 2019	ClusteringCommunity Detection	—Unverified	0
An adaptive hybrid algorithm for social networks to choose groups with independent members	Oct 4, 2019	Community Detection	—Unverified	0
Complex networks based word embeddings	Oct 3, 2019	Community DetectionWord Embeddings	—Unverified	0
A new method for quantifying network cyclic structure to improve community detection	Oct 2, 2019	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