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WDBC

Benchmarks

Task NameDataset NameSOTA ResultTrend
ClusteringWdbc
ARI1
17
Outlier DetectionWDBC ADBench
AUROC99.1
17
Outlier DetectionWDBC (Group I)
AUROC98.43
14
Cluster ValidationWDBC
PWRS97.8
10
Anomaly DetectionWDBC In-Domain
F1 Score96
10
ClassificationWDBC
Accuracy98.25
8
Binary classificationWDBC
Mean F1 Score95.9652
8
ClusteringWDBC
Runtime (seconds)0.01
6
Anomaly DetectionWDBC
FDR0
6
Feature Selectionwdbc
Number of Features5
6
Hierarchical ClusteringWDBC
Dendrogram Purity92
6
ClassificationWDBC
Average running time (s)0.008
6
ClassificationWDBC 20% MNAR (test)
Accuracy93.12
5
ClassificationWDBC MAR imputed (test)
Accuracy (Test)0.9354
5
ClassificationWDBC MCAR Imputed (test)
Accuracy (Test)94.15
5
Counterfactual Explanation Generationwdbc
Validity100
4
Outlier Explanationwdbc
Average Run Time (s)0.005
4
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