Table 9 Evaluation results of quantum k NN.
Model | Dataset | Sampler | Noise | Accuracy (meanÂ ± std) | Precision (meanÂ ± std) | Recall (meanÂ ± std) | F1 (meanÂ ± std) | Avg Time (s) |
|---|---|---|---|---|---|---|---|---|
QKNN | Breast Cancer | ADASYN | OFF | 0.870 ± 0.000 | 0.874 ± 0.000 | 0.871 ± 0.000 | 0.870 ± 0.000 | 0.01 |
QKNN | Breast Cancer | ADASYN | ON | 0.934 ± 0.000 | 0.936 ± 0.000 | 0.935 ± 0.000 | 0.936 ± 0.000 | 0.01 |
QKNN | Breast Cancer | SMOTE | OFF | 0.949 ± 0.000 | 0.949 ± 0.000 | 0.949 ± 0.000 | 0.949 ± 0.000 | 0.01 |
QKNN | Breast Cancer | SMOTE | ON | 0.936 ± 0.000 | 0.938 ± 0.000 | 0.936 ± 0.000 | 0.936 ± 0.000 | 0.01 |
QKNN | HAR | ADASYN | OFF | 0.532 ± 0.000 | 0.526 ± 0.000 | 0.526 ± 0.000 | 0.526 ± 0.000 | 202.10 |
QKNN | HAR | ADASYN | ON | 0.551 ± 0.000 | 0.553 ± 0.000 | 0.316 ± 0.000 | 0.600 ± 0.000 | 100.21 |
QKNN | HAR | SMOTE | OFF | 0.343 ± 0.000 | 0.625 ± 0.000 | 0468 ± 0.000 | 0.641 ± 0.000 | 304.33 |
QKNN | HAR | SMOTE | ON | 0.584 ± 0.000 | 0.583 ± 0.000 | 0.516 ± 0.000 | 0.568 ± 0.000 | 230.18 |
QKNN | IRIS | ADASYN | OFF | 0.956 ± 0.000 | 0.961 ± 0.000 | 0.956 ± 0.000 | 0.955 ± 0.000 | 22.36 |
QKNN | IRIS | ADASYN | ON | 0.956 ± 0.000 | 0.961 ± 0.000 | 0.956 ± 0.000 | 0.955 ± 0.000 | 22.15 |
QKNN | IRIS | SMOTE | OFF | 0.956 ± 0.000 | 0.961 ± 0.000 | 0.956 ± 0.000 | 0.955 ± 0.000 | 22.12 |
QKNN | IRIS | SMOTE | ON | 0.956 ± 0.000 | 0.961 ± 0.000 | 0.956 ± 0.000 | 0.955 ± 0.000 | 21.98 |
QKNN | PIMA | ADASYN | OFF | 0.532 ± 0.000 | 0.526 ± 0.000 | 0.526 ± 0.000 | 0.526 ± 0.000 | 0.01 |
QKNN | PIMA | ADASYN | ON | 0.551 ± 0.000 | 0.553 ± 0.000 | 0.816 ± 0.000 | 0.600 ± 0.000 | 0.01 |
QKNN | PIMA | SMOTE | OFF | 0.636 ± 0.000 | 0.625 ± 0.000 | 0.658 ± 0.000 | 0.641 ± 0.000 | 0.01 |
QKNN | PIMA | SMOTE | ON | 0.584 ± 0.000 | 0.583 ± 0.000 | 0.816 ± 0.000 | 0.568 ± 0.000 | 0.01 |
QKNN | WINE | ADASYN | OFF | 0.924 ± 0.000 | 0.927 ± 0.000 | 0.924 ± 0.000 | 0.924 ± 0.000 | 107.83 |
QKNN | WINE | ADASYN | ON | 0.879 ± 0.000 | 0.883 ± 0.000 | 0.882 ± 0.000 | 0.878 ± 0.000 | 109.55 |
QKNN | WINE | SMOTE | OFF | 0.906 ± 0.000 | 0.909 ± 0.000 | 0.908 ± 0.000 | 0.905 ± 0.000 | 101.3 |
QKNN | WINE | SMOTE | ON | 0.906 ± 0.000 | 0.909 ± 0.000 | 0.906 ± 0.000 | 0.906 ± 0.000 | 102.71 |
