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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
A predictive model for the identification of learning styles in MOOC environments	Oct 12, 2019	Anomaly DetectionAutomatic Machine Learning Model Selection	CodeCode Available	0
An Internal Validity Index Based on Density-Involved Distance	Mar 22, 2019	ClusteringClustering Algorithms Evaluation	CodeCode Available	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