Sonar

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	sonar	Accuracy86.6	35
Binary Classification	sonar	F1-score92.2	28
Audio Deepfake Detection	SONAR	EER0.91	19
Classification	sonar 25% feature noise	Accuracy87.5	14
Binary Classification	sonar 25% label noise	Mean F1-Score83.8	14
Classification	sonar 25% label noise (test)	Accuracy82.6	14
Binary Classification	sonar 25% feature noise	F1 Score88.1	14
Classification	Sonar (10-fold cross-validation)	AUC82	12
Missing data imputation	Sonar 30% MCAR	AvgErr0.215	11
Clustering	Sonar 60D	ARI1	10
Cluster Validation	Sonar	PWRS0.69	10
Counterfactual Explanation	sonar	Validity1	8
Binary Classification	Sonar (test)	Mean F1 Score90.2096	8
Classification	sonar	F1-score79.2	7
Classification	sonar 0% noise (test)	Accuracy91.4	7
Classification	sonar 0% noise	F1-score80	7
Classification	sonar (test)	Accuracy76.4	7
Binary classification	sonar UCI (test)	Accuracy87	7
Classification	sonar 25% feature noise (test)	F1-score80.1	7
Binary Classification	sonar 25% feature noise (test)	Accuracy78.9	7
Binary Classification	sonar 0% noise	Accuracy79.4	7
Bayesian logistic regression	Sonar d=34	Avg. Posterior Log-Likelihood-109.14	7
Bayesian logistic regression	Sonar d = 61 (test)	Predictive Likelihood-108.62	7
Audio Deepfake Detection	SONAR	F1 Score78.2	7
Bayesian A-optimal Design	Sonar	Objective Value613.84	6

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