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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
Measuring the Similarity of Grammatical Gender Systems by Comparing Partitions	Nov 1, 2020	Community Detection	—Unverified	0
Median evidential c-means algorithm and its application to community detection	Jan 7, 2015	ClusteringCommunity Detection	—Unverified	0
Memory-aware framework for fast and scalable second-order random walk over billion-edge natural graphs	May 7, 2021	Community DetectionGraph Embedding	—Unverified	0
Merge-split Markov chain Monte Carlo for community detection	Mar 16, 2020	Community DetectionStochastic Block Model	—Unverified	0
Message-passing algorithms for synchronization problems over compact groups	Oct 14, 2016	Community Detectioncompressed sensing	—Unverified	0
META-CODE: Community Detection via Exploratory Learning in Topologically Unknown Networks	Aug 23, 2022	Community Detection	—Unverified	0
Minimax Rates for Robust Community Detection	Jul 25, 2022	Community DetectionStochastic Block Model	—Unverified	0
Minimax Rates in Network Analysis: Graphon Estimation, Community Detection and Hypothesis Testing	Nov 14, 2018	Community DetectionGraphon Estimation	—Unverified	0
Mining Trends of COVID-19 Vaccine Beliefs on Twitter with Lexical Embeddings	Apr 2, 2021	Community DetectionMisinformation	—Unverified	0
Mixed membership distribution-free model	Dec 4, 2021	Community Detectionmodel	—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