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ResearchFormerly WizWand

Classification on pima (average test accuracy)

78.6Accuracyε-BAEN-SVM
71.94473.67275.477.128Jun 8, 2022Jan 27, 2023Sep 18, 2023May 8, 2024Dec 28, 2024Aug 18, 2025Apr 9, 2026
Updated 6mo ago

Evaluation results

MethodLinks
ε-BAEN-SVMKernel=linear, Noise Level=0%2026.0478.6
BQ-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.0478
ε-BAEN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.0478
BAEN-SVMKernel=linear, Noise Level=0%2026.0478
BQ-SVMKernel=linear, Noise Level=25% label noise2026.0478
ε-BAEN-SVMKernel=linear, Noise Level=25% label noise2026.0478
BAEN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.0477.9
BAEN-SVMKernel=linear, Noise Level=25% label noise2026.0477.9
BQ-SVMKernel=linear, Noise Level=0%2026.0477.7
BALS-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.0477.6
BALS-SVMKernel=linear, Noise Level=25% label noise2026.0477.6
ART2025.0877.58
Pin-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.0477.5
EN-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.0477.5
Pin-SVMKernel=linear, Noise Level=25% label noise2026.0477.5
EN-SVMKernel=linear, Noise Level=25% label noise2026.0477.5
ε-BAEN-SVMKernel=linear, Noise Level=25% feature noise2026.0477.5
EN-SVMKernel=linear, Noise Level=0%2026.0477.3
BQ-SVMKernel=linear, Noise Level=25% feature noise2026.0477.3
LDAM+DRW2025.0877.28
BAEN-SVMKernel=linear, Noise Level=25% feature noise2026.0477.2
Pin-SVMKernel=linear, Noise Level=0%2026.0477
Pin-SVMKernel=linear, Noise Level=25% feature noise2026.0477
nearmiss2025.0876.98
RF#samples=768, #features=1342022.0676.9
BALS-SVMKernel=linear, Noise Level=0%2026.0476.8
EN-SVMKernel=linear, Noise Level=25% feature noise2026.0476.8
BALS-SVMKernel=linear, Noise Level=25% feature noise2026.0476.8
BAEN-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.0476.8
RUS2025.0876.72
ALS-SVMKernel=linear, Noise Type=label noise, Noise Level=25%2026.0476.7
ALS-SVMKernel=linear, Noise Level=25% label noise2026.0476.7
ALS-SVMKernel=linear, Noise Level=25% feature noise2026.0476.7
EN-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.0476.7
BQ-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.0476.7
BALS-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.0476.7
ε-BAEN SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.0476.7
Focal Loss2025.0876.68
SMOTE2025.0876.63
ALS-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.0476.6
Baseline2025.0876.36
ROS2025.0876.33
ALS-SVMKernel=linear, Noise Level=0%2026.0476.3
Pin-SVMKernel=RBF, Noise level=25%, Noise type=label noise2026.0476.2
MSMOTE2025.0876.03
OHEM2025.0875.99
RIPPER#samples=768, #features=1342022.0675.9
Cost-Sensitive Learning2025.0875.73
DS-OPT#samples=768, #features=1342022.0675.4
CART#samples=768, #features=1342022.0675.4
CG#samples=768, #features=1342022.0674
BRS#samples=768, #features=1342022.0672.2