Table 22.
Average fitness value of IRIME and other algorithms
| Datasets | Metric | bRLRUN | bMFO | bGWO | bSMA | bALO | BBA | BSSA | bWOA | bHHO |
|---|---|---|---|---|---|---|---|---|---|---|
| BreastEW | STD | 7.9815E-03 | 2.5737E-02 | 1.3499E-02 | 1.2733E-02 | 8.1784E-03 | 1.8250E-02 | 8.9557E-03 | 1.7751E-02 | 1.2013E-02 |
| AVG | 1.4000E-02 | 4.6885E-02 | 1.7667E-02 | 3.5473E-02 | 2.5089E-02 | 6.3953E-02 | 4.0835E-02 | 3.3167E-02 | 3.3696E-02 | |
| clean1 | STD | 8.0113E-03 | 3.0677E-02 | 1.3548E-02 | 2.7793E-02 | 1.4896E-02 | 4.3625E-02 | 4.2877E-02 | 2.6929E-02 | 2.3570E-02 |
| AVG | 9.1950E-03 | 8.7581E-02 | 1.1962E-02 | 6.8613E-02 | 3.8623E-02 | 1.0669E-01 | 6.9863E-02 | 6.7017E-02 | 5.6441E-02 | |
| clean2 | STD | 2.0256E-03 | 6.5742E-03 | 5.8958E-03 | 5.9095E-03 | 7.1673E-03 | 8.0765E-03 | 5.6477E-03 | 5.4483E-03 | 2.1300E-02 |
| AVG | 9.6195E-03 | 5.9140E-02 | 1.4324E-02 | 5.1541E-02 | 3.4053E-02 | 5.4659E-02 | 4.5573E-02 | 4.8422E-02 | 4.3298E-02 | |
| Dermatology | STD | 1.5579E-03 | 3.2107E-03 | 7.8873E-03 | 3.9944E-03 | 3.0847E-03 | 2.3074E-02 | 2.7730E-03 | 5.4674E-03 | 9.6025E-03 |
| AVG | 9.8529E-03 | 2.5147E-02 | 1.2492E-02 | 1.9706E-02 | 1.2059E-02 | 3.6433E-02 | 2.3529E-02 | 2.1471E-02 | 2.0874E-02 | |
| IonosphereEW | STD | 1.6695E-03 | 2.5263E-02 | 8.3861E-03 | 1.8966E-02 | 2.5900E-02 | 2.1877E-02 | 2.2691E-02 | 1.0195E-02 | 1.7295E-02 |
| AVG | 7.6471E-03 | 6.7648E-02 | 1.1244E-02 | 3.5408E-02 | 2.4673E-02 | 7.9065E-02 | 5.1711E-02 | 4.0904E-02 | 2.7185E-02 | |
| JPNdata | STD | 4.1973E-02 | 3.9584E-02 | 4.1074E-02 | 3.2128E-02 | 3.2662E-02 | 3.3562E-02 | 4.4824E-02 | 4.7941E-02 | 3.5860E-02 |
| AVG | 2.7208E-02 | 6.1307E-02 | 5.4042E-02 | 3.4104E-02 | 4.6771E-02 | 1.0361E-01 | 4.6979E-02 | 4.8625E-02 | 4.1342E-02 | |
| penglungEW | STD | 3.6117E-04 | 9.0751E-02 | 4.9428E-04 | 6.6442E-02 | 6.6761E-02 | 8.5537E-02 | 6.0959E-02 | 5.6188E-02 | 5.8670E-02 |
| AVG | 9.5385E-04 | 7.2404E-02 | 1.7077E-03 | 7.1400E-02 | 6.6839E-02 | 7.9025E-02 | 3.8278E-02 | 4.2958E-02 | 4.3981E-02 | |
| WineEW | STD | 2.5960E-03 | 3.7157E-03 | 2.5641E-03 | 4.0744E-03 | 3.1404E-03 | 1.6826E-02 | 4.9488E-03 | 4.2327E-03 | 3.3677E-03 |
| AVG | 1.0385E-02 | 1.6923E-02 | 1.1538E-02 | 1.4231E-02 | 1.1538E-02 | 2.6432E-02 | 1.5000E-02 | 1.5769E-02 | 1.1923E-02 | |
| segment | STD | 4.0264E-03 | 7.6491E-03 | 6.8076E-03 | 5.9976E-03 | 5.5373E-03 | 6.3285E-03 | 5.6081E-03 | 6.4091E-03 | 7.8559E-03 |
| AVG | 2.3472E-02 | 3.7996E-02 | 2.3999E-02 | 3.2470E-02 | 2.6318E-02 | 4.5317E-02 | 3.7174E-02 | 3.2552E-02 | 3.2667E-02 | |
| semeion | STD | 1.1349E-03 | 9.1866E-03 | 2.7014E-03 | 5.0273E-03 | 3.2573E-03 | 8.9377E-03 | 6.9273E-03 | 3.7990E-03 | 6.0018E-03 |
| AVG | 7.5849E-03 | 3.6688E-02 | 8.8553E-03 | 2.9001E-02 | 2.4024E-02 | 3.4877E-02 | 3.2268E-02 | 2.8356E-02 | 2.5773E-02 | |
| SpectEW | STD | 2.5801E-02 | 5.0296E-02 | 2.3642E-02 | 3.7956E-02 | 3.1472E-02 | 5.7054E-02 | 3.8109E-02 | 4.2316E-02 | 3.4303E-02 |
| AVG | 6.4373E-02 | 9.8474E-02 | 6.8878E-02 | 9.3054E-02 | 7.0309E-02 | 1.3453E-01 | 9.1260E-02 | 9.0159E-02 | 9.0684E-02 | |
| wdbc | STD | 8.4911E-03 | 1.1968E-02 | 7.7347E-03 | 1.3064E-02 | 1.1282E-02 | 1.7392E-02 | 1.2655E-02 | 1.0739E-02 | 1.0621E-02 |
| AVG | 8.6667E-03 | 3.1167E-02 | 1.2971E-02 | 2.3393E-02 | 1.4000E-02 | 3.7089E-02 | 2.6863E-02 | 2.4530E-02 | 2.1060E-02 | |
| Brain_GSE15824 | STD | 7.5101E-02 | 2.2845E-01 | 1.6307E-01 | 2.2375E-01 | 2.2070E-01 | 2.3333E-01 | 2.2150E-01 | 2.3873E-01 | 1.7940E-01 |
| AVG | 2.3760E-02 | 2.7655E-01 | 2.5446E-01 | 3.0016E-01 | 2.2860E-01 | 3.0551E-01 | 2.6169E-01 | 2.3637E-01 | 2.3515E-01 | |
| Brain_GSE50161 | STD | 7.9444E-04 | 1.0133E-01 | 1.3569E-01 | 1.3112E-01 | 1.2586E-01 | 1.5356E-01 | 1.3274E-01 | 1.3839E-01 | 1.4238E-01 |
| AVG | 6.0062E-04 | 2.9848E-01 | 2.2520E-01 | 2.8648E-01 | 2.9762E-01 | 2.9273E-01 | 2.7187E-01 | 2.6971E-01 | 2.0587E-01 | |
| Brain_Tumor1 | STD | 5.1502E-04 | 5.2538E-02 | 4.7623E-02 | 8.0800E-02 | 5.4370E-02 | 6.8528E-02 | 6.6492E-02 | 6.6683E-02 | 6.6470E-02 |
| AVG | 7.5000E-04 | 8.7679E-02 | 3.4915E-02 | 8.2239E-02 | 7.4680E-02 | 9.1747E-02 | 6.8237E-02 | 7.5196E-02 | 6.0576E-02 | |
| Brain_Tumor2 | STD | 6.7161E-04 | 9.9264E-02 | 9.0702E-02 | 9.7213E-02 | 1.2296E-01 | 1.2498E-01 | 6.9413E-02 | 1.0473E-01 | 9.0844E-02 |
| AVG | 4.5722E-04 | 1.3717E-01 | 4.8412E-02 | 1.1624E-01 | 1.1373E-01 | 1.1387E-01 | 4.1818E-02 | 7.6558E-02 | 6.4574E-02 | |
| Breast_GSE10797 | STD | 6.2274E-02 | 1.4917E-01 | 1.2966E-01 | 8.6308E-02 | 1.4945E-01 | 1.4455E-01 | 1.7530E-01 | 2.0822E-01 | 1.6484E-01 |
| AVG | 2.9855E-02 | 2.7758E-01 | 1.7319E-01 | 2.7517E-01 | 2.9292E-01 | 2.9566E-01 | 2.5801E-01 | 2.6357E-01 | 2.1799E-01 | |
| Breast_GSE22820 | STD | 4.2233E-06 | 9.6618E-05 | 2.1338E-04 | 8.5628E-05 | 6.9469E-05 | 2.8593E-03 | 9.0516E-03 | 2.5629E-03 | 8.0285E-04 |
| AVG | 6.8495E-06 | 2.4786E-02 | 5.7423E-03 | 2.4585E-02 | 2.4083E-02 | 1.8268E-02 | 8.8250E-03 | 1.1224E-02 | 5.5063E-03 | |
| CNS | STD | 3.0828E-04 | 1.1663E-01 | 2.5095E-04 | 1.1950E-01 | 7.6410E-02 | 1.0827E-01 | 1.1331E-01 | 5.1080E-02 | 1.0908E-01 |
| AVG | 4.4887E-04 | 2.0079E-01 | 5.9616E-03 | 1.4978E-01 | 7.1066E-02 | 2.0477E-01 | 1.1291E-01 | 1.6154E-01 | 8.6624E-02 | |
| Colon | STD | 1.3375E-04 | 2.3220E-01 | 7.9046E-02 | 1.6408E-01 | 1.2419E-01 | 1.6361E-01 | 1.1769E-01 | 1.5715E-01 | 1.0511E-01 |
| AVG | 2.2000E-04 | 2.1891E-01 | 6.4971E-02 | 2.1131E-01 | 1.7304E-01 | 2.0421E-01 | 1.4447E-01 | 1.5245E-01 | 1.1528E-01 | |
| Colorectal_GSE44861 | STD | 4.7573E-02 | 1.3523E-01 | 8.4068E-02 | 1.0603E-01 | 8.8658E-02 | 1.1494E-01 | 8.8834E-02 | 1.1544E-01 | 1.4981E-01 |
| AVG | 5.5397E-02 | 2.1172E-01 | 1.6615E-01 | 2.0507E-01 | 2.0234E-01 | 2.2692E-01 | 1.9172E-01 | 1.9228E-01 | 1.8551E-01 | |
| Colorectal_GSE77953 | STD | 9.8112E-05 | 1.4855E-01 | 6.9790E-02 | 1.7012E-01 | 1.1539E-01 | 1.3445E-01 | 1.1875E-01 | 1.1285E-01 | 1.3783E-01 |
| AVG | 8.8857E-05 | 1.6819E-01 | 3.8405E-02 | 1.1959E-01 | 1.2529E-01 | 1.8073E-01 | 9.1832E-02 | 1.3292E-01 | 1.0747E-01 | |
| DLBCL | STD | 6.7466E-05 | 4.2949E-02 | 3.7536E-02 | 3.7527E-02 | 3.7584E-02 | 5.5531E-02 | 4.8047E-03 | 5.4671E-02 | 3.6925E-02 |
| AVG | 1.0697E-04 | 3.8334E-02 | 1.7209E-02 | 3.5939E-02 | 3.4550E-02 | 4.4220E-02 | 5.0622E-03 | 3.8731E-02 | 1.9087E-02 | |
| Leukemia_GSE9476 | STD | 1.7988E-05 | 7.1088E-02 | 6.2127E-02 | 9.4898E-02 | 7.3056E-02 | 7.3603E-02 | 8.0684E-02 | 7.1131E-02 | 5.7598E-02 |
| AVG | 3.7248E-05 | 6.8578E-02 | 3.5054E-02 | 7.8771E-02 | 6.9155E-02 | 7.4000E-02 | 6.7760E-02 | 5.5499E-02 | 3.3527E-02 | |
| Leukemia_GSE28497 | STD | 4.0929E-02 | 7.0408E-02 | 4.7071E-02 | 3.3890E-02 | 6.7803E-02 | 4.6150E-02 | 7.7667E-02 | 5.0513E-02 | 6.8309E-02 |
| AVG | 5.4689E-02 | 1.8486E-01 | 9.5053E-02 | 1.7731E-01 | 1.6724E-01 | 1.8078E-01 | 1.5189E-01 | 1.5928E-01 | 1.3127E-01 | |
| Leukemia1 | STD | 8.7998E-04 | 3.6799E-03 | 3.4717E-04 | 4.2325E-04 | 2.0229E-04 | 5.2337E-02 | 5.2211E-03 | 3.7791E-03 | 2.9042E-03 |
| AVG | 5.6786E-04 | 2.6291E-02 | 5.2431E-03 | 2.4129E-02 | 2.2738E-02 | 4.2726E-02 | 5.6796E-03 | 1.5124E-02 | 7.3925E-03 | |
| Leukemia2 | STD | 1.2603E-04 | 5.7290E-02 | 2.1923E-04 | 4.2902E-02 | 2.5406E-04 | 6.8639E-02 | 4.8773E-02 | 4.3369E-02 | 4.4738E-03 |
| AVG | 1.4477E-04 | 5.1794E-02 | 5.4552E-03 | 3.7868E-02 | 2.3536E-02 | 6.1354E-02 | 2.2450E-02 | 2.5908E-02 | 7.7639E-03 | |
| Liver_GSE14520_U133_2 | STD | 1.5149E-06 | 7.5132E-02 | 7.5081E-02 | 7.5093E-02 | 7.5094E-02 | 1.2344E-01 | 1.0897E-01 | 7.4785E-02 | 9.0972E-02 |
| AVG | 3.8156E-06 | 4.8469E-02 | 2.9365E-02 | 4.8297E-02 | 4.7669E-02 | 9.0935E-02 | 5.5549E-02 | 3.5035E-02 | 4.7669E-02 | |
| Liver_GSE14520_U133A | STD | 1.9078E-02 | 2.1906E-02 | 1.5255E-02 | 4.3383E-02 | 2.1969E-02 | 3.9167E-02 | 2.5007E-02 | 3.3678E-02 | 3.3828E-02 |
| AVG | 1.1138E-02 | 6.2681E-02 | 3.5134E-02 | 6.1369E-02 | 6.0968E-02 | 5.6843E-02 | 5.3275E-02 | 5.1179E-02 | 4.0948E-02 | |
| Lung_Cancer | STD | 1.4101E-03 | 3.0019E-02 | 2.4070E-02 | 3.3055E-02 | 3.2334E-02 | 3.6533E-02 | 3.0129E-02 | 2.7963E-02 | 3.2113E-02 |
| AVG | 1.6659E-03 | 5.8019E-02 | 2.4535E-02 | 5.2618E-02 | 4.2477E-02 | 5.4925E-02 | 4.2002E-02 | 3.6842E-02 | 2.2758E-02 | |
| Lung_GSE7670 | STD | 6.3289E-06 | 1.2490E-01 | 1.0692E-01 | 8.7083E-02 | 8.5529E-02 | 8.1515E-02 | 9.2001E-02 | 8.7004E-02 | 1.3341E-01 |
| AVG | 8.5267E-06 | 7.8513E-02 | 5.3048E-02 | 7.8280E-02 | 6.3476E-02 | 6.9025E-02 | 6.9140E-02 | 6.4658E-02 | 8.1411E-02 | |
| Lung_GSE63459 | STD | 4.2794E-02 | 1.4580E-01 | 1.5776E-01 | 1.2649E-01 | 1.9248E-01 | 1.2000E-01 | 1.4982E-01 | 1.9898E-01 | 1.2405E-01 |
| AVG | 1.3940E-02 | 3.4092E-01 | 1.8239E-01 | 3.0298E-01 | 2.7123E-01 | 3.5521E-01 | 2.3901E-01 | 2.4614E-01 | 2.5828E-01 | |
| Prostate_Tumor | STD | 5.1841E-04 | 7.2804E-02 | 3.0095E-02 | 6.5441E-02 | 8.4864E-02 | 6.9476E-02 | 4.0830E-02 | 6.8358E-02 | 4.9091E-02 |
| AVG | 5.9663E-04 | 1.0209E-01 | 1.5606E-02 | 7.9993E-02 | 6.8506E-02 | 1.2328E-01 | 3.6777E-02 | 6.5066E-02 | 4.8100E-02 | |
| Tumors_9 | STD | 5.4431E-02 | 8.4402E-02 | 8.8788E-02 | 1.2171E-01 | 1.3037E-01 | 1.5507E-01 | 1.4641E-01 | 9.0359E-02 | 1.2999E-01 |
| AVG | 3.0789E-02 | 6.6583E-02 | 5.9178E-02 | 1.8182E-01 | 1.5710E-01 | 2.4602E-01 | 1.6895E-01 | 1.6403E-01 | 1.3934E-01 | |
| Tumors_11 | STD | 2.2165E-02 | 5.4079E-02 | 2.3720E-02 | 5.8568E-02 | 4.5486E-02 | 5.2819E-02 | 6.3385E-02 | 4.9406E-02 | 5.8841E-02 |
| AVG | 1.5782E-02 | 9.2876E-02 | 1.7671E-02 | 8.4907E-02 | 7.0923E-02 | 1.1335E-01 | 8.6000E-02 | 7.7339E-02 | 6.4372E-02 | |
| Leukemia | STD | 2.0834E-04 | 2.7844E-03 | 3.3545E-04 | 1.7732E-04 | 2.7192E-04 | 4.1094E-03 | 2.8667E-03 | 3.1979E-03 | 1.7701E-03 |
| AVG | 1.3324E-04 | 2.5518E-02 | 5.4369E-03 | 2.4106E-02 | 2.2933E-02 | 1.7079E-02 | 3.6950E-03 | 1.3627E-02 | 6.6115E-03 | |
| AVG | 1 | 7.97 | 2.46 | 6.51 | 4.86 | 8.31 | 4.94 | 5.09 | 3.83 | |
| Rank | 1 | 8 | 2 | 7 | 4 | 9 | 5 | 6 | 3 |