Table 6 Comparison of the gene selection algorithms on ten selected datasets. Bold font indicates the best results
From: A novel gene selection algorithm for cancer classification using microarray datasets
| Â | Â | IBPSO | IG-GA | IG-ISSO | EPSO | mABC | SVM | GSP |
|---|---|---|---|---|---|---|---|---|
11_Tumors | AC avg. | 95.06 | 92.53 | 95.92 | 95.4 | 99.5 | 89.08 | 99.88 |
AC std. | 0.3 | _____ | 1.31 | 0.61 | 0 | --------- | 0.01 | |
N avg. | 240.9 | 479 | 19.8 | 237.7 | 47.27 | 12533 | 17.9 | |
N std. | 9.55 | ____ | 2.57 | 9.66 | 7.79 | ------- | 1.2 | |
9_Tumors | AC avg. | 75.5 | 85 | 91.67 | 75 | 98.65 | 53.33 | 98.88 |
AC std. | 1.58 | ____ | 2.48 | 1.11 | 0.01 | ------- | 0.02 | |
N avg. | 240 | 52 | 15.7 | 247.1 | 34.73 | 5726 | 13.8 | |
N std. | 7.95 | ____ | 2.2136 | 9.65 | 5.54 | -------- | 1.02 | |
Brain_Tumor1 | AC avg. | 92.56 | 93.33 | 98 | 92.11 | 100 | 90 | 99.8 |
AC std. | 0.54 | ____ | 0.88 | 0.82 | 0 | -------- | 0.31 | |
N avg. | 11.2 | 244 | 10.1 | 7.5 | 16.87 | 5920 | 9.2 | |
N std. | 7.15 | ____ | 1.73 | 2.51 | 2.85 | -------- | 1.5 | |
Brain_Tumor2 | AC avg. | 91 | 88 | 99.8 | 92.4 | 100 | 80 | 99.9 |
AC std. | 0.05 | ____ | 0.63 | 1.27 | 0 | -------- | 0.1 | |
N avg. | 6.4 | 489 | 10.4 | 6 | 10.52 | 10367 | 9.8 | |
N std. | 1.9 | ____ | 1.08 | 1.83 | 1.72 | -------- | 0.4 | |
Lung_ Cancer | AC avg. | 95.86 | 95.57 | 99.41 | 95.67 | 100 | 95.07 | 100 |
AC std. | 0.53 | ____ | 0.45 | 8.3 | 0 | -------- | 0 | |
N avg. | 14.9 | 2101 | 10.4 | 8.5 | 23.31 | 12600 | 8.3 | |
N std. | 10.57 | ____ | 1.08 | 2.11 | 5.14 | -------- | 0.82 | |
Leukemia1 | AC avg. | 100 | 100 | 100 | 100 | 100 | 100 | 100 |
AC std. | 0 | ____ | 0 | 0 | 0 | -------- | 0 | |
N avg. | 3.5 | 82 | 4.6 | 3.2 | 5.67 | 7129 | 2.9 | |
N std. | 0.71 | ____ | 0.52 | 0.63 | 0.73 | -------- | 0.73 | |
Leukemia2 | AC avg. | 100 | 98.61 | 100 | 100 | 100 | 97.22 | 100 |
AC std. | 0 | ____ | 0 | 0 | 0 | -------- | 0 | |
N avg. | 6.7 | 782 | 4.2 | 6.8 | 6.29 | 11225 | 4.1 | |
N std. | 1.5 | ____ | 0.42 | 2.2 | 0.98 | -------- | 0.73 | |
SRBCT | AC avg. | 100 | 100 | 100 | 99.64 | 100 | 98.41 | 100 |
AC std. | 0 | ____ | 0 | 0.58 | 0 | -------- | 0 | |
N avg. | 17.5 | 56 | 4.3 | 14.9 | 5.59 | 2308 | 4 | |
N std. | 8.32 | ____ | 0.48 | 13.03 | 0.51 | -------- | 0.67 | |
Prostate | AC avg. | 97.94 | 96 | 98.82 | 97 | 100 | 93.4 | 99.87 |
AC std. | 0.31 | ____ | 0.41 | 0.62 | 0 | -------- | 0.52 | |
N avg. | 13.6 | 343 | 8.4 | 6.6 | 10.73 | 10509 | 8.2 | |
N std. | 7.68 | ____ | 1.78 | 2.17 | 3.15 | -------- | 0.79 | |
DLBCL | AC avg. | 100 | 100 | 100 | 100 | 100 | 97.42 | 100 |
AC std. | 0 | ____ | 0 | 0 | 0 | -------- | 0 | |
N avg. | 6 | 107 | 3.9 | 4.7 | 4.05 | 5469 | 3.5 | |
N std. | 1.25 | ____ | 0.32 | 0.82 | 0.78 | --------Ftable | 0.5 |