Scientific Reports

Table 8 Evaluation results of logistic regression.

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)
LogisticRegression	IRIS	SMOTE	0	0.9889 Â ± 0.0157	0.9899 Â ± 0.0143	0.9889 Â ± 0.0157	0.9889 Â ± 0.0158	0.4
LogisticRegression	IRIS	SMOTE	0.01	0.9778 Â ± 0.0157	0.9798 Â ± 0.0143	0.9778 Â ± 0.0157	0.9777 Â ± 0.0158	0.44
LogisticRegression	IRIS	ADASYN	0	0.9889 Â ± 0.0157	0.9899 Â ± 0.0143	0.9889 Â ± 0.0157	0.9889 Â ± 0.0158	0.51
LogisticRegression	IRIS	ADASYN	0.01	0.9778 Â ± 0.0157	0.9798 Â ± 0.0143	0.9778 Â ± 0.0157	0.9777 Â ± 0.0158	0.38
LogisticRegression	WINE	SMOTE	0	0.9815 Â ± 0.0262	0.9846 Â ± 0.0218	0.9815 Â ± 0.0262	0.9816 Â ± 0.0260	0.37
LogisticRegression	WINE	SMOTE	0.01	0.9722 Â ± 0.0227	0.9759 Â ± 0.0189	0.9722 Â ± 0.0227	0.9723 Â ± 0.0225	0.42
LogisticRegression	WINE	ADASYN	0	0.9630 Â ± 0.0131	0.9675 Â ± 0.0098	0.9630 Â ± 0.0131	0.9631 Â ± 0.0129	0.43
LogisticRegression	WINE	ADASYN	0.01	0.9722 Â ± 0.0227	0.9759 Â ± 0.0189	0.9722 Â ± 0.0227	0.9723 Â ± 0.0225	0.51
LogisticRegression	BREAST_CANCER	SMOTE	0	0.9649 Â ± 0.0072	0.9658 Â ± 0.0079	0.9649 Â ± 0.0072	0.9650 Â ± 0.0073	0.54
LogisticRegression	BREAST_CANCER	SMOTE	0.01	0.9678 Â ± 0.0041	0.9688 Â ± 0.0047	0.9678 Â ± 0.0041	0.9679 Â ± 0.0042	0.48
LogisticRegression	BREAST_CANCER	ADASYN	0	0.9503 Â ± 0.0041	0.9526 Â ± 0.0038	0.9503 Â ± 0.0041	0.9505 Â ± 0.0040	0.4
LogisticRegression	BREAST_CANCER	ADASYN	0.01	0.9532 Â ± 0.0041	0.9549 Â ± 0.0056	0.9532 Â ± 0.0041	0.9534 Â ± 0.0043	0.49
LogisticRegression	PIMA	SMOTE	0	0.7749 Â ± 0.0251	0.7868 Â ± 0.0273	0.7749 Â ± 0.0251	0.7780 Â ± 0.0249	0.46
LogisticRegression	PIMA	SMOTE	0.01	0.7771 Â ± 0.0221	0.7895 Â ± 0.0238	0.7771 Â ± 0.0221	0.7803 Â ± 0.0219	0.46
LogisticRegression	PIMA	ADASYN	0	0.7727 Â ± 0.0140	0.7894 Â ± 0.0144	0.7727 Â ± 0.0140	0.7764 Â ± 0.0134	0.37
LogisticRegression	PIMA	ADASYN	0.01	0.7814 Â ± 0.0201	0.7965 Â ± 0.0173	0.7814 Â ± 0.0201	0.7848 Â ± 0.0192	0.4
LogisticRegression	HAR	SMOTE	0	0.9600 Â ± 0.0071	0.9606 Â ± 0.0067	0.9600 Â ± 0.0071	0.9600 Â ± 0.0070	26.67
LogisticRegression	HAR	SMOTE	0.01	0.9542 Â ± 0.0096	0.9547 Â ± 0.0092	0.9542 Â ± 0.0096	0.9543 Â ± 0.0095	26.44

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