Table 5 Comparison of GSP with three 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
Statistics | PSO | GA | GEP | GSP |
|---|---|---|---|---|
AC avg. | 96.84 | 93.14 | 96.63 | 99.92 |
AC std. | 3.74 | 4.78 | 3.42 | 0.06 |
SNavg. | 96.49 | 92.28 | 96.74 | 99.93 |
SNstd. | 4.05 | 6.9 | 3.65 | 0.08 |
SPavg. | 95.98 | 93 | 95.23 | 99.93 |
SPstd. | 5.31 | 6.03 | 5.71 | 0.09 |
AUCavg. | 0.96 | 0.9 | 0.96 | 1 |
AUCstd. | 0.05 | 0.08 | 0.05 | 0 |
T avg | 121 | 119 | 235 | 126 |
T std | 30 | 27 | 28 | 38 |
N max. | 18.7 | 549.9 | 15.7 | 7.55 |
N min. | 14.3 | 462.6 | 11.5 | 6.1 |
N avg. | 16.14 | 473.5 | 13.8 | 8.16 |
N std. | 10.32 | 619.44 | 5.16 | 4.86 |