Table 5.
Classification results of seven features based on different values of k and distance metrics for Dataset I (%).
| Distance | k | MV | FFT | Db1 | Db2 | Db3 | Db4 | Db5 |
|---|---|---|---|---|---|---|---|---|
| EU | 1 | 68.75 | 73.75 | 90.00 | 91.25 | 87.50 | 88.75 | 83.75 |
| 3 | 63.75 | 72.50 | 75.00 | 78.75 | 78.75 | 81.25 | 80.00 | |
| 5 | 46.25 | 45.00 | 66.25 | 70.00 | 70.00 | 71.25 | 73.75 | |
| 7 | 51.25 | 53.75 | 60.00 | 68.75 | 70.00 | 73.75 | 75.00 | |
| 9 | 43.75 | 60.00 | 57.50 | 66.25 | 66.25 | 66.25 | 70.00 | |
| CB | 1 | 66.25 | 70.00 | 91.25 | 91.25 | 86.25 | 86.25 | 82.50 |
| 3 | 60.00 | 62.50 | 71.25 | 75.00 | 76.25 | 77.50 | 75.00 | |
| 5 | 41.25 | 47.50 | 61.25 | 71.25 | 70.00 | 72.50 | 72.50 | |
| 7 | 52.50 | 53.75 | 57.50 | 71.25 | 71.25 | 72.50 | 73.75 | |
| 9 | 48.75 | 48.75 | 55.00 | 65.00 | 63.75 | 65.00 | 67.50 | |
| COS | 1 | 77.50 | 77.50 | 90.00 | 92.50 | 91.25 | 91.25 | 86.25 |
| 3 | 72.50 | 78.75 | 80.00 | 82.50 | 82.50 | 82.50 | 82.50 | |
| 5 | 57.50 | 60.00 | 68.75 | 68.75 | 72.50 | 73.75 | 80.00 | |
| 7 | 58.75 | 53.75 | 63.75 | 65.00 | 67.50 | 71.25 | 75.00 | |
| 9 | 46.25 | 43.75 | 55.00 | 62.50 | 61.25 | 61.25 | 66.25 | |
| COR | 1 | 78.75 | 77.50 | 93.75 | 92.50 | 91.25 | 92.50 | 87.50 |
| 3 | 71.25 | 76.25 | 81.25 | 85.00 | 85.00 | 85.00 | 85.00 | |
| 5 | 56.25 | 57.50 | 66.25 | 76.25 | 75.00 | 76.25 | 82.50 | |
| 7 | 52.50 | 61.25 | 63.75 | 66.25 | 67.50 | 71.25 | 76.25 | |
| 9 | 51.25 | 58.75 | 50.00 | 58.75 | 63.75 | 65.00 | 67.50 |
Note: EU, Euclidean distance; CB, cityblock distance; COS, cosine distance; COR, correlation distance. The bold numbers are the highest accuracies for each distance metric.