Table 7. The percentage hit rate in the top 1% of the ranked database retrieved by WS-ELM and CWS-ELM in conjunction with Jaccard/Tanimoto (JT) and Sokal/Sneath(1) (SN1).
Figures in bold face represent the best performance.
Class | WS-ELM | CWS-ELM | ||||
---|---|---|---|---|---|---|
Random | K-Means | SVC | ||||
JT | SN1 | JT | SN1 | JT | SN1 | |
I01 | 25.50 | 25.88 | 28.88 | 28.50 | 32.88 | 33.25 |
54.24 | 48.91 | 51.09 | 53.79 | 49.72 | 69.87 | |
I02 | 27.13 | 28.00 | 27.25 | 25.88 | 28.50 | 29.63 |
54.85 | 45.51 | 54.32 | 46.16 | 50.21 | 71.03 | |
I03 | 27.25 | 27.63 | 28.38 | 26.63 | 24.13 | 27.50 |
57.59 | 57.26 | 62.97 | 63.13 | 54.79 | 74.82 | |
I04 | 26.00 | 25.25 | 20.38 | 22.88 | 25.25 | 30.88 |
52.56 | 58.63 | 47.24 | 55.29 | 55.56 | 79.31 | |
I05 | 22.13 | 23.00 | 24.63 | 23.50 | 21.13 | 23.00 |
63.01 | 68.76 | 69.84 | 71.63 | 52.32 | 73.99 | |
I06 | 2.25 | 2.63 | 2.25 | 2.25 | 4.13 | 3.88 |
37.26 | 36.51 | 34.62 | 37.40 | 52.21 | 66.28 | |
I07 | 3.75 | 3.38 | 3.00 | 2.75 | 3.63 | 4.00 |
52.22 | 55.82 | 49.81 | 50.19 | 53.32 | 74.41 | |
I08 | 7.63 | 7.25 | 7.00 | 8.38 | 7.25 | 8.88 |
52.94 | 54.00 | 51.47 | 47.78 | 53.65 | 68.66 | |
I09 | 3.75 | 4.25 | 3.88 | 4.25 | 4.38 | 5.25 |
42.60 | 46.38 | 39.71 | 37.76 | 52.71 | 67.00 | |
I10 | 5.88 | 6.88 | 6.50 | 5.75 | 6.88 | 8.50 |
55.90 | 64.40 | 59.72 | 62.51 | 51.26 | 71.51 | |
I11 | 4.50 | 6.50 | 5.13 | 6.38 | 6.13 | 6.00 |
50.57 | 55.26 | 50.28 | 54.00 | 51.32 | 69.66 | |
I12 | 4.38 | 4.88 | 4.75 | 4.88 | 4.75 | 4.88 |
51.84 | 55.53 | 51.00 | 50.51 | 51.00 | 69.50 | |
I13 | 6.38 | 6.75 | 6.63 | 6.63 | 6.88 | 6.75 |
51.84 | 56.22 | 48.25 | 47.44 | 52.12 | 71.26 | |
I14 | 2.88 | 3.00 | 1.63 | 1.25 | 1.88 | 1.75 |
36.93 | 41.22 | 43.65 | 49.06 | 51.90 | 67.59 | |
I15 | 8.63 | 8.50 | 8.25 | 8.13 | 9.13 | 8.25 |
62.90 | 67.49 | 67.78 | 69.82 | 54.74 | 71.01 | |
I16 | 5.63 | 5.88 | 4.63 | 4.75 | 5.63 | 7.50 |
46.60 | 46.37 | 38.59 | 41.44 | 53.76 | 69.51 | |
I17 | 9.88 | 10.88 | 10.00 | 11.00 | 12.00 | 11.50 |
60.29 | 66.09 | 56.71 | 59.06 | 52.68 | 71.53 | |
Mean | 11.38 | 11.79 | 11.36 | 11.40 | 12.03 | 13.02 |
52.01 | 54.38 | 51.59 | 52.76 | 52.54 | 71.00 |