Classification on Pima Indians Diabetes standard (test)
90.32Macro Precisionsklearn_SVM
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| sklearn_SVMLogDir=4/infgain/gaussian_noise__noImbl__standard/sklearn_SVM, Split_Ratio=0.1, P_th=0.35, R_S=232026.05 | 90.32 | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=6/biMeanInfgain/standard__gaussian_noise__noImbl/LogisticRegression, Split_Ratio=0.1, P_th=0.5, R_S=72026.05 | 89.06 | — | — | — | — | — | — | — | — | — | |
| sklearn_SVMLogDir=5/biMeanInfgain/minmax__gaussian_noise__noImbl/sklearn_SVM, Split_Ratio=0.1, P_th=0.5, R_S=1262026.05 | 89.06 | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=6/infgain/standard__gaussian_noise__noImbl/LogisticRegression, Split_Ratio=0.1, P_th=0.5, R_S=1262026.05 | 88.46 | — | — | — | — | — | — | — | — | — | |
| LogisticRegressionLogDir=5/biMeanInfgain/gaussian_noise__noImbl__standard/LogisticRegression, Split_Ratio=0.1, P_th=0.5, R_S=72026.05 | 88.46 | — | — | — | — | — | — | — | — | — | |
| random_forestLogDir=7/biMaxInfgain/standard__mixup__TomekLinks/random_forest, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | — | — | — | — | — | 88.68 | — | — | — | |
| sklearn_SVMLogDir=4/biMeanInfgain/standard__mixup__noImbl/sklearn_SVM, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | — | 87.27 | 88.31 | 88.31 | 88.31 | — | 88.31 | — | 88.31 | |
| sklearn_SVMLogDir=4/biMaxInfgain/mixup__noImbl__standard/sklearn_SVM, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | — | 87.27 | 88.31 | 88.31 | — | — | 88.31 | 88.36 | 88.31 | |
| sklearn_SVMLogDir=4/biMeanInfgain/minmax__mixup__noImbl/sklearn_SVM, Split_Ratio=0.1, P_th=0.5, R_S=1262026.05 | — | — | — | — | — | 87.01 | — | — | — | — | |
| XGBmodelLogDir=6/biMeanInfgain/noAug__TomekLinks__standard/XGBmodel, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | 89.3 | — | — | — | — | — | — | 88.5 | 88.31 | |
| XGBmodelLogDir=6/biMaxInfgain/noAug__TomekLinks__standard/XGBmodel, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | — | 87.64 | 88.31 | 88.31 | — | 89.44 | 88.31 | — | 88.31 | |
| XGBmodelLogDir=6/biMaxInfgain/noAug__TomekLinks__standard/XGBmodel, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | 89.3 | — | — | — | 88.31 | — | — | 88.5 | — | |
| XGBmodelLogDir=5/biMaxInfgain/noAug__noImbl__standard/XGBmodel, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | 88.3 | 86.35 | — | — | — | — | — | — | — | |
| XGBmodelLogDir=5/biMeanInfgain/noAug__noImbl__standard/XGBmodel, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | 88.3 | — | — | — | — | 88.55 | — | — | — | |
| XGBmodelLogDir=7/infgain/standard__noAug__TomekLinks/XGBmodel, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | — | — | — | — | — | 88.68 | — | — | — | |
| XGBmodelLogDir=5/biMeanInfgain/standard__noAug__noImbl/XGBmodel, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | 88.3 | — | — | — | — | — | — | — | — | |
| XGBmodelLogDir=4/biMaxInfgain/standard__noAug__noImbl/XGBmodel, Split_Ratio=0.1, P_th=0.5, R_S=1262026.05 | — | — | — | 87.01 | 87.01 | — | — | 87.01 | — | 87.01 | |
| XGBmodelLogDir=5/biMaxInfgain/standard__noAug__noImbl/XGBmodel, Split_Ratio=0.1, P_th=0.35, R_S=1262026.05 | — | — | — | — | — | — | — | — | 87.25 | — |