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ResearchFormerly WizWand

Conditional Anomaly Detection on Housing (UCI ML)

71.3Mean Anomaly Agreement Score (AUC)SoftHAD
25.43637.34349.2561.157Apr 23, 2026Apr 25, 2026Apr 27, 2026Apr 29, 2026May 1, 2026May 3, 2026May 5, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SoftHADNumber of runs=100, Train-test split=2/3, 1/32026.0471.33.2
SoftHADNumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%2026.0471.33.2
SoftHAD2026.0571.33.2
SVMNumber of runs=100, Train-test split=2/3, 1/3, Kernel type=RBF2026.0458.54.4
SVMNumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%, kernel=RBF2026.0458.54.4
SVM2026.0558.54.4
QDANumber of runs=100, Train-test split=2/3, 1/32026.0456.71.5
QDANumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%2026.0456.71.5
QDA2026.0556.71.5
wk–NNNumber of runs=100, Train-test split=2/3, 1/32026.0444.42
wk–NNNumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%2026.0444.42
weighted k-NN2026.0544.42
1-class SVMNumber of runs=100, Train-test split=2/3, 1/3, Kernel type=RBF2026.0427.20.5
1-class SVMNumber of runs=100, Train-test split=(2/3, 1/3), Label switch rate=3%2026.0427.20.5
one-class SVM2026.0527.20.5