Табела SVMG234: | Резултати на комбинирањето на трите SVM класификатори со гаусов кернел за второто, третото и четвртото множество обележја | ||||||||||||||
1000 | R | 2000 | R | 5000 | R | 10000 | R | 30000 | R | сите | R | без.опт | R | ||
- | - | - | - | - | - | - | - | ||||||||
FS2 | 87.3853% | 89.9857% | 91.5476% | 93.1931% | 94.8829% | 95.3398% | 95.0534% | ||||||||
FS3 | 86.5123% | 89.6003% | 90.3557% | 92.4087% | 94.7840% | 95.1454% | 95.0107% | ||||||||
FS4 | 89.9226% | 91.5203% | 92.4240% | 94.1002% | 95.7133% | 96.1003% | 96.0765% | ||||||||
vote | 90.6012% | 66 | 92.4974% | 69 | 93.2493% | 73 | 94.7925% | 69 | 96.3084% | 63 | 96.6698% | 54 | 96.5130% | 63 | |
borda | 91.0957% | 55 | 92.9850% | 55 | 93.6944% | 59 | 95.2017% | 49 | 96.5573% | 45 | 96.9597% | 6 | 96.7534% | 39 | |
bks | 91.9500% | 28 | 93.1692% | 44 | 94.1445% | 8 | 94.9698% | 65 | 96.1532% | 70 | 96.4038% | 71 | 96.2691% | 70 | |
bksv | 92.1120% | 14 | 93.3329% | 20 | 94.2861% | 5 | 95.1915% | 50 | 96.2964% | 64 | 96.5727% | 62 | 96.4993% | 64 | |
avg | 91.5646% | 36 | 93.3585% | 18 | 94.0320% | 11 | 95.3944% | 9 | 96.6681% | 23 | 96.9461% | 8 | 96.8046% | 30 | |
prod | 91.1264% | 54 | 92.9646% | 57 | 93.8581% | 43 | 95.3296% | 19 | 96.7670% | 7 | 96.9086% | 15 | 96.9802% | 6 | |
harm | 90.9218% | 61 | 92.6645% | 67 | 93.6910% | 60 | 95.2171% | 46 | 96.6562% | 25 | 96.8182% | 41 | 96.9120% | 23 | |
cprod | 90.5296% | 68 | 92.7889% | 64 | 93.7643% | 56 | 95.1386% | 55 | 96.6289% | 35 | 96.8898% | 25 | 96.8847% | 28 | |
maxmax | 89.9567% | 75 | 92.3678% | 74 | 93.3226% | 71 | 94.6151% | 72 | 96.2402% | 65 | 96.5334% | 65 | 96.4328% | 66 | |
minmax | 90.5143% | 69 | 92.1768% | 75 | 93.3209% | 72 | 94.9101% | 67 | 96.4942% | 50 | 96.5880% | 57 | 96.7500% | 40 | |
med | 91.0804% | 56 | 93.0805% | 51 | 93.6910% | 60 | 95.1318% | 56 | 96.5692% | 42 | 96.8864% | 27 | 96.8404% | 29 | |
davg | 91.5578% | 37 | 93.3636% | 17 | 94.0166% | 13 | 95.4183% | 7 | 96.6494% | 28 | 96.9222% | 12 | 96.7705% | 36 | |
demp | 91.9278% | 29 | 93.1453% | 48 | 93.8853% | 40 | 95.1761% | 53 | 96.5795% | 39 | 96.8455% | 33 | 96.6238% | 54 | |
dempp1 | 91.3191% | 46 | 93.2050% | 40 | 93.8785% | 41 | 95.2921% | 29 | 96.6426% | 30 | 96.8352% | 37 | 96.8881% | 27 | |
dempp2 | 91.2441% | 50 | 93.2272% | 37 | 93.9075% | 35 | 95.2733% | 33 | 96.6698% | 22 | 96.8932% | 23 | 96.9495% | 15 | |
dempp3 | 90.6029% | 65 | 92.9066% | 60 | 93.8103% | 53 | 95.2648% | 34 | 96.6920% | 19 | 96.9512% | 7 | 96.9734% | 8 | |
dempp4 | 91.3344% | 45 | 93.2374% | 35 | 94.0013% | 16 | 95.3245% | 20 | 96.7500% | 9 | 96.9086% | 15 | 96.9921% | 3 | |
dempi1 | 91.3651% | 43 | 93.2561% | 34 | 93.9399% | 31 | 95.3552% | 15 | 96.7040% | 17 | 96.8949% | 22 | 96.9512% | 14 | |
dempi2 | 91.1793% | 52 | 93.1658% | 45 | 93.8188% | 52 | 95.2034% | 48 | 96.5914% | 38 | 96.7619% | 47 | 96.7943% | 31 | |
dempi3 | 88.7170% | 77 | 92.4922% | 70 | 93.5665% | 63 | 95.0858% | 59 | 96.6460% | 29 | 96.9000% | 20 | 96.9563% | 12 | |
dempi4 | 90.5023% | 70 | 92.8247% | 62 | 93.6483% | 62 | 95.0431% | 61 | 96.4857% | 51 | 96.7449% | 49 | 96.7568% | 38 | |
dempi5 | 90.1067% | 73 | 92.6491% | 68 | 93.5460% | 64 | 94.9818% | 64 | 96.4721% | 53 | 96.7739% | 45 | 96.7500% | 40 | |
dempc | 90.7581% | 62 | 93.0362% | 54 | 93.8103% | 53 | 95.2921% | 29 | 96.7398% | 11 | 96.9324% | 9 | 96.9989% | 2 | |
dempmnk | 91.2219% | 51 | 93.1914% | 42 | 93.8905% | 38 | 95.2409% | 44 | 96.6409% | 31 | 96.8728% | 28 | 96.9290% | 18 | |
dempch | 91.1673% | 53 | 93.1334% | 49 | 93.9570% | 28 | 95.2648% | 34 | 96.7346% | 12 | 96.9239% | 11 | 96.9819% | 5 | |
dempcan | 91.9756% | 24 | 92.8503% | 61 | 92.9475% | 76 | 94.4191% | 74 | 94.6902% | 76 | 94.0678% | 76 | 94.3798% | 76 | |
dempas | 92.1785% | 11 | 93.3005% | 26 | 93.9007% | 36 | 95.3688% | 12 | 96.7739% | 4 | 97.0143% | 4 | 96.9239% | 19 | |
dempchi | 91.3992% | 42 | 93.2647% | 30 | 93.8888% | 39 | 95.3006% | 26 | 96.6716% | 21 | 96.8438% | 34 | 96.9137% | 22 | |
dempchi2 | 91.4777% | 41 | 93.3482% | 19 | 93.9979% | 18 | 95.3620% | 14 | 96.7142% | 14 | 96.8983% | 21 | 96.9529% | 13 | |
dempbc | 91.2833% | 47 | 93.2050% | 40 | 93.8734% | 42 | 95.3023% | 25 | 96.6528% | 27 | 96.8335% | 39 | 96.9069% | 24 | |
demphl | 91.6175% | 34 | 93.4062% | 16 | 93.9859% | 22 | 95.3910% | 10 | 96.6835% | 20 | 96.8932% | 23 | 96.9478% | 16 | |
dempchr | 92.2075% | 8 | 93.4505% | 11 | 93.9467% | 29 | 95.3688% | 12 | 96.7517% | 8 | 97.0313% | 3 | 96.9188% | 21 | |
dempchr2 | 91.6448% | 33 | 93.4386% | 12 | 94.0814% | 10 | 95.4115% | 8 | 96.7193% | 13 | 96.9069% | 17 | 96.9580% | 11 | |
dempjac | 91.2458% | 49 | 93.1538% | 47 | 93.8257% | 51 | 95.2478% | 39 | 96.6340% | 32 | 96.8216% | 40 | 96.9000% | 25 | |
dempper | 91.3617% | 44 | 93.2306% | 36 | 93.8922% | 37 | 95.3211% | 21 | 96.6630% | 24 | 96.8352% | 37 | 96.8949% | 26 | |
dempse | 89.8339% | 76 | 93.5869% | 8 | 93.9996% | 17 | 95.1830% | 51 | 96.4038% | 59 | 96.6903% | 52 | 96.6443% | 52 | |
dempfr | 92.0148% | 20 | 93.7080% | 7 | 93.9945% | 20 | 95.1778% | 52 | 96.3783% | 61 | 96.5692% | 63 | 96.5368% | 62 | |
dempm | 91.6005% | 35 | 93.1555% | 46 | 93.8581% | 43 | 94.9937% | 63 | 96.5744% | 41 | 96.7466% | 48 | 96.7875% | 33 | |
dempmc | 92.4019% | 5 | 93.9536% | 5 | 94.1002% | 9 | 95.2085% | 47 | 96.2350% | 66 | 96.4107% | 70 | 96.4397% | 65 | |
pprod | 91.2594% | 48 | 93.0498% | 53 | 93.9126% | 34 | 95.3705% | 11 | 96.7432% | 10 | 96.9188% | 13 | 96.9904% | 4 | |
bayes | 91.5322% | 39 | 93.1231% | 50 | 93.7387% | 58 | 95.0789% | 60 | 96.3646% | 62 | 96.7892% | 42 | 96.6272% | 53 | |
fi | 90.6797% | 63 | 92.9134% | 59 | 93.5187% | 65 | 94.9647% | 66 | 96.4226% | 54 | 96.6698% | 54 | 96.6494% | 50 | |
fic | 90.5688% | 67 | 92.8145% | 63 | 93.4488% | 66 | 94.9084% | 68 | 96.4840% | 52 | 96.7142% | 50 | 96.6630% | 47 | |
dtp1 | 92.1001% | 15 | 93.3141% | 21 | 93.8478% | 45 | 95.2426% | 40 | 96.4158% | 55 | 96.5863% | 58 | 96.5948% | 57 | |
dtp2 | 92.1580% | 12 | 93.4096% | 14 | 93.9314% | 32 | 95.2614% | 36 | 96.5215% | 47 | 96.7841% | 43 | 96.6988% | 43 | |
dtp3 | 91.7215% | 31 | 93.4215% | 13 | 94.0303% | 12 | 95.3501% | 18 | 96.5761% | 40 | 96.8728% | 28 | 96.7858% | 34 | |
dtp4 | 90.9713% | 58 | 92.0813% | 76 | 92.9646% | 74 | 94.3440% | 76 | 96.1072% | 72 | 96.4414% | 67 | 96.0202% | 73 | |
dti1 | 92.0745% | 19 | 93.4829% | 10 | 93.9894% | 21 | 95.2563% | 38 | 96.5965% | 36 | 96.8694% | 30 | 96.7722% | 35 | |
dti2 | 91.5442% | 38 | 92.7293% | 65 | 93.4369% | 67 | 95.1165% | 57 | 96.0986% | 74 | 95.9008% | 75 | 96.3544% | 67 | |
dti3 | 90.9252% | 60 | 93.0771% | 52 | 93.8427% | 49 | 95.2972% | 27 | 96.5931% | 37 | 96.8540% | 32 | 96.7653% | 37 | |
dti4 | 90.0829% | 74 | 92.3950% | 73 | 93.3636% | 69 | 94.5964% | 73 | 96.1430% | 71 | 96.3919% | 72 | 96.3391% | 68 | |
dti5 | 90.4546% | 71 | 92.4820% | 71 | 93.3806% | 68 | 94.7226% | 70 | 96.1822% | 69 | 96.4414% | 67 | 96.2402% | 71 | |
dtc | 90.4512% | 72 | 92.4701% | 72 | 93.3619% | 70 | 94.7140% | 71 | 96.1839% | 68 | 96.4431% | 66 | 96.2402% | 71 | |
dte | 91.9892% | 23 | 93.2834% | 28 | 93.9723% | 24 | 95.2938% | 28 | 96.6545% | 26 | 96.9069% | 17 | 96.7176% | 42 | |
dtmnk | 92.1580% | 12 | 93.4096% | 14 | 93.9314% | 32 | 95.2614% | 36 | 96.5215% | 47 | 96.7841% | 43 | 96.6988% | 43 | |
dtch | 90.9713% | 58 | 92.0813% | 76 | 92.9646% | 74 | 94.3440% | 76 | 96.1072% | 72 | 96.4414% | 67 | 96.0202% | 73 | |
dtcan | 92.0012% | 21 | 92.7241% | 66 | 92.8861% | 77 | 94.3645% | 75 | 94.6237% | 77 | 94.0337% | 77 | 94.3798% | 76 | |
dtas | 91.9585% | 26 | 93.2613% | 32 | 93.9689% | 25 | 95.3518% | 16 | 96.6323% | 33 | 96.8438% | 34 | 96.6988% | 43 | |
dtchi | 92.2314% | 6 | 93.2988% | 27 | 93.9962% | 19 | 95.3091% | 23 | 96.5658% | 43 | 96.7057% | 51 | 96.6579% | 49 | |
dtchi2 | 92.2160% | 7 | 93.3039% | 25 | 94.0047% | 15 | 95.3108% | 22 | 96.5624% | 44 | 96.7636% | 46 | 96.6460% | 51 | |
dtbc | 92.1001% | 15 | 93.3141% | 21 | 93.8478% | 45 | 95.2426% | 40 | 96.4158% | 55 | 96.5863% | 58 | 96.5948% | 57 | |
dthl | 92.1819% | 10 | 93.1879% | 43 | 93.9450% | 30 | 95.2836% | 31 | 96.5334% | 46 | 96.6392% | 56 | 96.5982% | 56 | |
dtchr | 91.9585% | 26 | 93.2613% | 32 | 93.9689% | 25 | 95.3518% | 16 | 96.6323% | 33 | 96.8438% | 34 | 96.6988% | 43 | |
dtchr2 | 92.1904% | 9 | 93.2186% | 39 | 93.9621% | 27 | 95.2836% | 31 | 96.5215% | 47 | 96.6869% | 53 | 96.6051% | 55 | |
dtjac | 92.1001% | 15 | 93.3141% | 21 | 93.8478% | 45 | 95.2426% | 40 | 96.4158% | 55 | 96.5863% | 58 | 96.5948% | 57 | |
dtper | 92.1001% | 15 | 93.3141% | 21 | 93.8478% | 45 | 95.2426% | 40 | 96.4158% | 55 | 96.5863% | 58 | 96.5948% | 57 | |
dtse | 91.7164% | 32 | 93.2630% | 31 | 93.7933% | 55 | 95.0022% | 62 | 96.2350% | 66 | 96.2896% | 73 | 96.3391% | 68 | |
dtfr | 92.0012% | 21 | 93.7319% | 6 | 94.0166% | 13 | 95.1540% | 54 | 96.3919% | 60 | 96.5624% | 64 | 96.5556% | 61 | |
dtm | 93.0686% | 3 | 94.1786% | 3 | 94.3594% | 3 | 95.6451% | 2 | 96.7687% | 6 | 96.8898% | 25 | 96.9802% | 6 | |
dtmc | 93.3636% | 2 | 94.2724% | 2 | 94.4208% | 2 | 95.1165% | 57 | 95.9520% | 75 | 96.1839% | 74 | 95.9332% | 75 | |
epw | 90.6353% | 64 | 92.9424% | 58 | 93.8376% | 50 | 95.2324% | 45 | 96.7091% | 15 | 96.9171% | 14 | 96.9665% | 9 | |
gc | 91.0378% | 57 | 92.9663% | 56 | 93.7626% | 57 | 95.3074% | 24 | 96.6988% | 18 | 96.8574% | 31 | 96.6596% | 48 | |
mgc | 91.7352% | 30 | 93.2766% | 29 | 93.9859% | 22 | 95.4609% | 6 | 96.7091% | 15 | 96.9307% | 10 | 96.7892% | 32 | |
ogc | 91.9602% | 25 | 93.5784% | 9 | 94.1599% | 7 | 95.5342% | 4 | 96.8301% | 2 | 97.0723% | 2 | 96.9239% | 19 | |
omgc | 91.4964% | 40 | 93.2203% | 38 | 94.2622% | 6 | 95.4728% | 5 | 96.7773% | 3 | 97.0075% | 5 | 96.9307% | 17 | |
mlr | 92.9458% | 4 | 94.1258% | 4 | 94.3389% | 4 | 95.6280% | 3 | 96.7739% | 4 | 96.9052% | 19 | 96.9648% | 10 | |
svmcmb | 97.1814% | 1 | 97.2888% | 1 | 97.2990% | 1 | 97.3792% | 1 | 97.7765% | 1 | 97.8788% | 1 | 97.7884% | 1 | |
joinedin | 92.7514% | 93.9911% | 94.2758% | 95.9076% | 97.1899% | 97.3843% | 96.7585% | ||||||||
oracle | 95.4387% | 96.3629% | 96.6664% | 97.5105% | 98.2505% | 98.4909% | 98.4262% | ||||||||
cdc | 0.4282 | 0.4708 | 0.559 | 0.5906 | 0.6545 | 0.7002 | 0.701 |