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Binary Classification on Phoneme 1%

0.269PR AUCMGS (d + 1)
0.04540.103450.16150.21955Feb 6, 2024

Evaluation results

MethodLinks
MGS (d + 1)Strategy=MGS, Classifier=Random Forest2024.020.2690.032—
MGS (d + 1)Model=Random Forest2024.020.269—7.2
Forest DiffStrategy=Forest Diff, Classifier=Random Forest2024.020.2490.047—
Forest DiffModel=Random Forest2024.020.249—306.3
SMOTE K-tunedStrategy=SMOTE K-tuned, Classifier=Random Forest2024.020.240.035—
SMOTE K-tunedModel=Random Forest2024.020.24—120.2
SMOTEStrategy=SMOTE, Classifier=Random Forest2024.020.2240.035—
SMOTEModel=Random Forest2024.020.224—6.1
BS1Strategy=BS1, Classifier=Random Forest2024.020.2220.03—
BS1Model=Random Forest2024.020.222—5.5
CWStrategy=CW, Classifier=Random Forest2024.020.2110.026—
BS2Strategy=BS2, Classifier=Random Forest2024.020.2110.028—
CWModel=Random Forest2024.020.211—5.1
BS2Model=Random Forest2024.020.211—5.5
ROSStrategy=ROS, Classifier=Random Forest2024.020.20.037—
ROSModel=Random Forest2024.020.2—5.9
NoneStrategy=None, Classifier=Random Forest2024.020.1980.026—
NoneModel=Random Forest2024.020.198—6
CT GANStrategy=CT GAN, Classifier=Random Forest2024.020.130.042—
CT GANModel=Random Forest2024.020.13—32.8
RUSStrategy=RUS, Classifier=Random Forest2024.020.0860.031—
RUSModel=Random Forest2024.020.086—1.7
NM1Strategy=NM1, Classifier=Random Forest2024.020.0540.014—
NM1Model=Random Forest2024.020.054—1.7