Table 6.
Classification results of eight features based on different values of k and distance metrics for Dataset II (%).
Distance | k | DR | NDR | EMAi1 | EMAi2 | EMAi3 | EMAd1 | EMAd2 | EMAd3 |
---|---|---|---|---|---|---|---|---|---|
EU | 1 | 53.53 | 60.00 | 36.31 | 53.61 | 59.06 | 36.31 | 43.56 | 48.78 |
3 | 54.25 | 58.89 | 37.28 | 54.03 | 58.42 | 36.61 | 43.47 | 49.39 | |
5 | 54.06 | 59.42 | 38.47 | 54.28 | 58.00 | 37.11 | 43.47 | 49.00 | |
7 | 53.47 | 59.53 | 38.61 | 54.08 | 57.97 | 37.39 | 43.25 | 48.42 | |
9 | 53.50 | 59.50 | 38.11 | 53.64 | 57.61 | 37.03 | 43.00 | 48.31 | |
CB | 1 | 57.33 | 61.97 | 38.22 | 54.03 | 60.25 | 36.64 | 44.36 | 50.50 |
3 | 60.58 | 62.19 | 37.50 | 55.78 | 58.89 | 36.75 | 44.42 | 51.36 | |
5 | 60.00 | 61.28 | 38.69 | 55.58 | 59.36 | 36.81 | 44.31 | 51.28 | |
7 | 60.03 | 61.78 | 38.11 | 54.53 | 59.61 | 37.03 | 44.36 | 51.03 | |
9 | 59.97 | 62.17 | 37.86 | 53.69 | 60.28 | 36.89 | 44.31 | 51.50 | |
COS | 1 | 49.42 | 60.42 | 37.39 | 52.22 | 57.25 | 34.50 | 43.39 | 48.58 |
3 | 51.33 | 59.81 | 37.97 | 50.47 | 55.28 | 35.00 | 43.56 | 48.69 | |
5 | 51.31 | 59.22 | 38.28 | 50.42 | 55.58 | 35.64 | 43.19 | 48.50 | |
7 | 51.53 | 59.31 | 38.08 | 50.28 | 55.42 | 36.17 | 42.94 | 48.42 | |
9 | 52.00 | 59.00 | 37.78 | 50.06 | 55.42 | 36.19 | 42.58 | 48.19 | |
COR | 1 | 49.56 | 59.72 | 37.89 | 51.03 | 56.44 | 35.72 | 40.86 | 46.69 |
3 | 49.94 | 59.97 | 37.75 | 49.50 | 54.58 | 35.61 | 41.06 | 47.31 | |
5 | 50.25 | 59.53 | 37.86 | 49.94 | 55.00 | 35.08 | 40.56 | 47.78 | |
7 | 50.36 | 59.14 | 37.36 | 49.11 | 54.69 | 35.67 | 40.47 | 47.50 | |
9 | 50.22 | 59.28 | 36.97 | 48.81 | 55.69 | 36.28 | 40.14 | 47.14 |
Note: the bold numbers are the highest accuracies for each distance metric.