Shuttle

Benchmarks

Task Name	Dataset Name	SOTA Result
Anomaly Detection	shuttle	AUC1	61
kNN Classification	Shuttle	Accuracy99.7	35
Clustering	Shuttle	ARI0.72	30
Classification	Shuttle	Accuracy99.83	28
Online Class-Incremental Learning	Shuttle	Final Mean Accuracy78.3	26
Tabular Anomaly Detection	Shuttle	AUC-ROC1	23
Constrained Clustering	shuttle	Success Rate100	18
Clustering	shuttle	CPU Time0.68	18
Clustering	shuttle	Clustering Inertia293,144.76	18
Outlier Detection	shuttle (historical)	AUROC99.83	17
Outlier Detection	shuttle Group II	AUROC (%)99.51	14
Classification	shuttle	Balanced Accuracy99.7	14
Online Class Incremental Learning	Shuttle	Average Forgetting0	11
Classification	Shuttle last 5% of data stream	Accuracy (Shuttle 5% Stream)98.98	10
Stream Classification	Shuttle (last 20% of data stream)	Average Accuracy98.68	10
Classification	Shuttle last 10% data stream	Average Accuracy98.87	10
Clustering	shuttle	Runtime (s)0.03	10
Clustering	shuttle	V-Measure64	10
Clustering	shuttle (full-dataset)	ARI71	10
Clustering	shuttle	FMI91	10
Clustering	shuttle	NMI64	10
Clustering	shuttle	Purity100	10
Anomaly Detection	shuttle In-Domain	F1 Score98.55	10
Streaming Class-Incremental Learning	Shuttle	Accuracy (EN)91.6	10
Multi-class Classification	Shuttle	Average G-mean0.824	10

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