Table 6 Evaluation results of random forest.

From: Robust evaluation of classical and quantum machine learning under noise, imbalance, feature reduction and explainability

Model

Dataset

Sampler

Noise

Accuracy (meanÂ ± std)

Precision (meanÂ ± std)

Recall (meanÂ ± std)

F1 (meanÂ ± std)

Avg Time (s)

RandomForest

IRIS

SMOTE

0

0.9667 Â ± 0.0000

0.9697 Â ± 0.0000

0.9667 Â ± 0.0000

0.9666 Â ± 0.0000

8.89

RandomForest

IRIS

SMOTE

0.01

0.9667 Â ± 0.0000

0.9697 Â ± 0.0000

0.9667 Â ± 0.0000

0.9666 Â ± 0.0000

8.84

RandomForest

IRIS

ADASYN

0

0.9444 Â ± 0.0314

0.9473 Â ± 0.0317

0.9444 Â ± 0.0314

0.9443 Â ± 0.0315

8.78

RandomForest

IRIS

ADASYN

0.01

0.9667 Â ± 0.0000

0.9697 Â ± 0.0000

0.9667 Â ± 0.0000

0.9666 Â ± 0.0000

8.96

RandomForest

WINE

SMOTE

0

0.9907 Â ± 0.0131

0.9916 Â ± 0.0119

0.9907 Â ± 0.0131

0.9908 Â ± 0.0130

9.95

RandomForest

WINE

SMOTE

0.01

0.9907 Â ± 0.0131

0.9916 Â ± 0.0119

0.9907 Â ± 0.0131

0.9908 Â ± 0.0130

9.87

RandomForest

WINE

ADASYN

0

0.9907 Â ± 0.0131

0.9916 Â ± 0.0119

0.9907 Â ± 0.0131

0.9908 Â ± 0.0130

9.25

RandomForest

WINE

ADASYN

0.01

0.9907 Â ± 0.0131

0.9916 Â ± 0.0119

0.9907 Â ± 0.0131

0.9908 Â ± 0.0130

9.5

RandomForest

BREAST_CANCER

SMOTE

0

0.9474 Â ± 0.0215

0.9490 Â ± 0.0223

0.9474 Â ± 0.0215

0.9475 Â ± 0.0216

13.94

RandomForest

BREAST_CANCER

SMOTE

0.01

0.9532 Â ± 0.0180

0.9544 Â ± 0.0189

0.9532 Â ± 0.0180

0.9532 Â ± 0.0183

13.59

RandomForest

BREAST_CANCER

ADASYN

0

0.9561 Â ± 0.0072

0.9585 Â ± 0.0072

0.9561 Â ± 0.0072

0.9563 Â ± 0.0071

14.26

RandomForest

BREAST_CANCER

ADASYN

0.01

0.9444 Â ± 0.0109

0.9471 Â ± 0.0129

0.9444 Â ± 0.0109

0.9447 Â ± 0.0111

14.24

RandomForest

PIMA

SMOTE

0

0.7424 Â ± 0.0153

0.7474 Â ± 0.0070

0.7424 Â ± 0.0153

0.7436 Â ± 0.0128

11.91

RandomForest

PIMA

SMOTE

0.01

0.7468 Â ± 0.0231

0.7482 Â ± 0.0159

0.7468 Â ± 0.0231

0.7463 Â ± 0.0200

13.1

RandomForest

PIMA

ADASYN

0

0.7662 Â ± 0.0191

0.7703 Â ± 0.0208

0.7662 Â ± 0.0191

0.7676 Â ± 0.0197

11.94

RandomForest

PIMA

ADASYN

0.01

0.7662 Â ± 0.0106

0.7758 Â ± 0.0062

0.7662 Â ± 0.0106

0.7687 Â ± 0.0094

14.02

RandomForest

HAR

SMOTE

0

0.9575 Â ± 0.0102

0.9582 Â ± 0.0103

0.9575 Â ± 0.0102

0.9574 Â ± 0.0103

105.26

RandomForest

HAR

SMOTE

0.01

0.9458 Â ± 0.0131

0.9468 Â ± 0.0136

0.9458 Â ± 0.0131

0.9457 Â ± 0.0131

108.26

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