Table 2 Data sets used in experiments
| Â | Data set | Samples | Features | Classes | Imbalance ratio |
|---|---|---|---|---|---|
1 | Cancer | 699 | 9 | 2 | 1.9 |
2 | Wine | 178 | 13 | 3 | 1.4 |
3 | Ionosphere | 351 | 34 | 2 | 1.7 |
4 | Pima Indian diabetes | 768 | 8 | 2 | 1.8 |
5 | Iris | 150 | 4 | 3 | 1 |
6 | Wdbc | 569 | 30 | 2 | 1.6 |
7 | Cleveland | 303 | 13 | 5 | 12.6 |
8 | Musk | 476 | 166 | 2 | 1.2 |
9 | Dermatology-6 | 366 | 34 | 6 | 5.6 |
10 | FuelCons | 1764 | 37 | 4 | 13.08 |
11 | Movement_libras | 270 | 90 | 15 | 1 |
12 | Sonar | 208 | 60 | 2 | 1.14 |
13 | SPECTF | 267 | 44 | 2 | 3.85 |
14 | Colon tumor | 62 | 166 | 2 | 1.81 |
15 | DLBCL77 | 77 | 5469 | 2 | 3.05 |
16 | Mnist | 10,000 | 784 | 10 | 5.99 |
17 | Caltech101 | 8671 | 784 | 101 | 25.74 |
18 | Kddcup-rootkit-imap-vs-back | 2225 | 41 | 2 | 100.13 |
19 | Kddcup-buffer-overflow-vs-back | 2233 | 41 | 2 | 73.44 |
20 | Kddcup-guess-passwd-vs-satan | 1642 | 41 | 2 | 29.98 |
21 | Kddcup-land-vs-satan | 1610 | 41 | 2 | 75.66 |