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Clustering Algorithms Evaluation

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 11–12 of 12 papers

Title	Date	Tasks	Status	Hype	Score
Scalable Matching and Clustering of Entities with FAMER	Oct 1, 2018	ClusteringClustering Algorithms Evaluation	—Unverified	0	0
An in-network data cleaning approach for wireless sensor networks	Mar 17, 2016	Clustering Algorithms Evaluation	—Unverified	0	0

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All datasets Fashion-MNIST MNIST Olivetti face 97 synthetic datasets ionosphere iris JAFFE pathbased pixraw10P seeds

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	AE+GIT	ARI	49	—	Unverified
2	k-Means++	ARI	35	—	Unverified
3	Spectral Clustering	ARI	34	—	Unverified
4	GIT	ARI	32	—	Unverified
5	SpectACI	ARI	29	—	Unverified
6	QuickShiftPP	ARI	16	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	AE+GIT	ARI	77	—	Unverified
2	GIT	ARI	42	—	Unverified
3	k-Means++	ARI	36	—	Unverified
4	Spectral Clustering	ARI	33	—	Unverified
5	SpectACI	ARI	17	—	Unverified
6	QuickShiftPP	ARI	13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GIT	F1-score	62	—	Unverified
2	QuickShiftPP	F1-score	60	—	Unverified
3	k-Means++	F1-score	52	—	Unverified
4	Spectral Clustering	F1-score	37	—	Unverified
5	SpectACI	F1-score	34	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CVDD	HIT-THE-BEST	50	—	Unverified
2	DSI	HIT-THE-BEST	40	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CVDD	Purity	0.84	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CVDD	Purity	0.97	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CVDD	Purity	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CVDD	Purity	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CVDD	Purity	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CVDD	Purity	0.91	—	Unverified