SOTAVerified

Clustering Algorithms Evaluation

Papers

Showing 112 of 12 papers

TitleStatusHype
Autoencoder Based Iterative Modeling and Multivariate Time-Series Subsequence Clustering AlgorithmCode1
Git: Clustering Based on Graph of Intensity TopologyCode1
CSTS: A Benchmark for the Discovery of Correlation Structures in Time Series ClusteringCode0
The Area Under the ROC Curve as a Measure of Clustering QualityCode0
An Internal Cluster Validity Index Using a Distance-based Separability MeasureCode0
A predictive model for the identification of learning styles in MOOC environmentsCode0
The SpectACl of Nonconvex Clustering: A Spectral Approach to Density-Based Clustering0
An Internal Validity Index Based on Density-Involved DistanceCode0
Clubmark: a Parallel Isolation Framework for Benchmarking and Profiling Clustering Algorithms on NUMA ArchitecturesCode0
CDF Transform-and-Shift: An effective way to deal with datasets of inhomogeneous cluster densitiesCode0
Scalable Matching and Clustering of Entities with FAMER0
An in-network data cleaning approach for wireless sensor networks0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1AE+GITARI49Unverified
2k-Means++ARI35Unverified
3Spectral ClusteringARI34Unverified
4GITARI32Unverified
5SpectACIARI29Unverified
6QuickShiftPPARI16Unverified
#ModelMetricClaimedVerifiedStatus
1AE+GITARI77Unverified
2GITARI42Unverified
3k-Means++ARI36Unverified
4Spectral ClusteringARI33Unverified
5SpectACIARI17Unverified
6QuickShiftPPARI13Unverified
#ModelMetricClaimedVerifiedStatus
1GITF1-score62Unverified
2QuickShiftPPF1-score60Unverified
3k-Means++F1-score52Unverified
4Spectral ClusteringF1-score37Unverified
5SpectACIF1-score34Unverified
#ModelMetricClaimedVerifiedStatus
1CVDDHIT-THE-BEST50Unverified
2DSIHIT-THE-BEST40Unverified
#ModelMetricClaimedVerifiedStatus
1CVDDPurity0.84Unverified
#ModelMetricClaimedVerifiedStatus
1CVDDPurity0.97Unverified
#ModelMetricClaimedVerifiedStatus
1CVDDPurity0.98Unverified
#ModelMetricClaimedVerifiedStatus
1CVDDPurity0.98Unverified
#ModelMetricClaimedVerifiedStatus
1CVDDPurity0.83Unverified
#ModelMetricClaimedVerifiedStatus
1CVDDPurity0.91Unverified