Табела SVMoo124: | Резултати на комбинирањето на трите множества еден-против-еден SVM класификатори со гаусов кернел за првото, второто и четвртото множество обележја | ||||||||||||||
1000 | R | 2000 | R | 5000 | R | 10000 | R | 30000 | R | сите | R | без.опт | R | ||
FS1 | 83.7926% | 85.4909% | 87.4331% | 89.3974% | 91.7283% | 92.6235% | 92.4274% | ||||||||
FS2 | 87.5183% | 90.0471% | 91.6840% | 93.0345% | 94.6527% | 95.0977% | 94.8573% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
FS4 | 89.5168% | 91.6005% | 92.2586% | 94.1172% | 95.5803% | 95.9452% | 94.1241% | ||||||||
vote | 90.1886% | 15 | 91.9705% | 16 | 93.1112% | 16 | 94.4975% | 10 | 95.8275% | 10 | 96.2589% | 7 | 95.6502% | 7 | |
borda | 90.0113% | 17 | 91.8221% | 18 | 92.9936% | 18 | 94.4344% | 13 | 95.7576% | 12 | 96.2026% | 10 | 95.5564% | 12 | |
bks | 91.2611% | 7 | 92.6917% | 8 | 93.4130% | 12 | 94.3457% | 17 | 95.6178% | 15 | 95.8514% | 15 | 95.3518% | 15 | |
bksv | 91.3259% | 6 | 92.8571% | 7 | 93.5460% | 7 | 94.5231% | 8 | 95.8411% | 9 | 96.0031% | 13 | 95.4950% | 14 | |
avg | 90.4853% | 11 | 92.2842% | 12 | 93.5239% | 8 | 94.5128% | 9 | 95.9588% | 6 | 96.2623% | 6 | 95.6297% | 9 | |
prod | 90.4802% | 12 | 92.2433% | 13 | 93.3141% | 13 | 94.3832% | 15 | 95.8463% | 7 | 96.1600% | 11 | 95.5547% | 13 | |
harm | 89.2218% | 23 | 91.0429% | 21 | 91.8886% | 24 | 93.5153% | 23 | 95.1659% | 21 | 95.6246% | 19 | 95.0278% | 20 | |
cprod | 90.4000% | 13 | 92.1427% | 15 | 93.4949% | 9 | 94.5265% | 7 | 95.8463% | 7 | 96.2231% | 9 | 95.5666% | 11 | |
maxmax | 87.1705% | 54 | 88.4954% | 55 | 89.7913% | 55 | 91.2867% | 58 | 92.9441% | 55 | 93.3192% | 57 | 92.6116% | 55 | |
minmax | 86.9863% | 55 | 88.7324% | 54 | 89.7794% | 56 | 91.6908% | 53 | 93.4539% | 44 | 93.9160% | 44 | 93.4966% | 41 | |
med | 89.7589% | 20 | 91.9227% | 17 | 93.0907% | 17 | 94.3679% | 16 | 95.8053% | 11 | 96.2691% | 5 | 95.7968% | 5 | |
adavg3 | 85.9274% | 59 | 87.9787% | 57 | 89.8203% | 54 | 91.6346% | 55 | 93.4829% | 43 | 94.0252% | 40 | 93.2084% | 49 | |
dempp1 | 87.9770% | 45 | 89.6395% | 44 | 90.7649% | 47 | 92.2927% | 47 | 93.2118% | 50 | 93.8291% | 47 | 93.2698% | 48 | |
dempp2 | 87.7894% | 50 | 89.7606% | 42 | 90.9849% | 41 | 92.6252% | 37 | 93.6893% | 39 | 94.2093% | 39 | 93.6722% | 39 | |
dempp3 | 86.8346% | 56 | 87.8832% | 58 | 89.4997% | 57 | 91.3396% | 57 | 91.8511% | 59 | 92.7565% | 58 | 92.1001% | 59 | |
dempp4 | 89.4758% | 22 | 90.9406% | 23 | 91.7403% | 25 | 92.3797% | 41 | 94.8726% | 24 | 94.9187% | 25 | 95.1369% | 19 | |
dempi1 | 76.7844% | 66 | 78.9517% | 65 | 80.6244% | 64 | 82.6177% | 63 | 87.7110% | 60 | 88.3709% | 60 | 85.9530% | 63 | |
dempi2 | 75.0708% | 67 | 75.0759% | 67 | 75.0162% | 67 | 76.9226% | 67 | 80.0941% | 66 | 80.8256% | 67 | 78.1213% | 67 | |
dempi3 | 46.3339% | 71 | 46.8387% | 71 | 49.5055% | 71 | 58.5632% | 71 | 61.5575% | 71 | 61.3017% | 71 | 56.8496% | 73 | |
dempi4 | 82.5001% | 61 | 82.4506% | 62 | 83.3237% | 61 | 83.6408% | 61 | 85.1703% | 63 | 87.0545% | 62 | 86.3537% | 62 | |
dempi5 | 77.7871% | 65 | 77.9149% | 66 | 76.1092% | 65 | 76.9532% | 66 | 78.2406% | 67 | 81.0268% | 66 | 75.6795% | 69 | |
dempc | 63.9549% | 70 | 69.4216% | 69 | 65.0769% | 69 | 66.7445% | 69 | 72.1277% | 69 | 65.9124% | 69 | 81.0302% | 66 | |
dempse | 88.9080% | 26 | 90.5381% | 29 | 91.8903% | 23 | 93.5699% | 22 | 94.8692% | 25 | 95.5598% | 20 | 94.7328% | 24 | |
dempmnk | 87.6974% | 51 | 89.8322% | 39 | 90.8706% | 43 | 92.7173% | 31 | 93.7012% | 38 | 94.3150% | 36 | 94.0780% | 29 | |
dempch | 89.5134% | 21 | 90.9644% | 22 | 91.9278% | 22 | 92.7003% | 34 | 95.0414% | 22 | 95.1659% | 24 | 95.2699% | 17 | |
dempcan | 87.3018% | 53 | 89.3445% | 52 | 89.9226% | 53 | 91.7641% | 52 | 92.7105% | 57 | 93.3772% | 54 | 92.4735% | 57 | |
dempas | 88.8262% | 27 | 90.5944% | 26 | 91.6056% | 27 | 92.7889% | 29 | 93.9774% | 30 | 94.3696% | 32 | 93.9331% | 31 | |
dempchi | 88.1816% | 39 | 89.1092% | 53 | 90.8860% | 42 | 92.1052% | 51 | 93.1726% | 53 | 93.3482% | 56 | 91.8750% | 60 | |
dempchi2 | 88.3470% | 36 | 89.7350% | 43 | 91.1571% | 34 | 92.7975% | 27 | 93.9160% | 32 | 94.4907% | 29 | 93.6858% | 38 | |
dempbc | 87.9941% | 41 | 89.4741% | 50 | 90.7837% | 45 | 92.2655% | 48 | 93.1436% | 54 | 93.6176% | 53 | 92.5144% | 56 | |
demphl | 88.2618% | 38 | 89.4554% | 51 | 91.0412% | 37 | 92.4530% | 39 | 93.5716% | 40 | 93.9842% | 43 | 93.1266% | 51 | |
dempchr | 88.7818% | 31 | 90.5791% | 27 | 91.6056% | 27 | 92.7889% | 29 | 93.9825% | 29 | 94.3986% | 31 | 93.9859% | 30 | |
dempchr2 | 88.4169% | 34 | 89.9379% | 35 | 91.2373% | 33 | 92.8571% | 25 | 93.9945% | 28 | 94.5657% | 28 | 93.8512% | 35 | |
dempjac | 88.0179% | 40 | 89.5338% | 49 | 90.7905% | 44 | 92.3098% | 43 | 93.1896% | 52 | 93.7540% | 52 | 92.8776% | 52 | |
dempper | 87.9890% | 42 | 89.6361% | 45 | 90.7735% | 46 | 92.3013% | 44 | 93.2016% | 51 | 93.7813% | 51 | 93.2016% | 50 | |
dempm | 92.0523% | 5 | 92.5570% | 10 | 93.4676% | 10 | 94.1155% | 18 | 95.1744% | 20 | 95.2358% | 23 | 94.7499% | 23 | |
dempmc | 93.3278% | 4 | 93.5665% | 4 | 93.9621% | 4 | 94.4361% | 12 | 95.2699% | 19 | 95.4916% | 22 | 95.1403% | 18 | |
pprod | 89.0478% | 24 | 90.2397% | 32 | 91.0804% | 36 | 92.5792% | 38 | 94.1292% | 27 | 94.6697% | 27 | 94.2758% | 28 | |
bayes | 90.3352% | 14 | 92.1921% | 14 | 93.1419% | 15 | 94.4071% | 14 | 95.6689% | 13 | 96.1464% | 12 | 95.6792% | 7 | |
fi | 85.6137% | 60 | 87.6292% | 59 | 89.3940% | 59 | 91.4214% | 56 | 93.3772% | 45 | 93.7864% | 50 | 92.7634% | 54 | |
dtp1 | 87.9634% | 46 | 89.6276% | 46 | 90.7462% | 48 | 92.3013% | 44 | 93.2255% | 48 | 93.8717% | 45 | 93.4045% | 44 | |
dtp2 | 87.8150% | 48 | 89.7828% | 40 | 91.0036% | 39 | 92.6542% | 35 | 93.7319% | 36 | 94.2451% | 37 | 93.8393% | 36 | |
dtp3 | 86.6572% | 57 | 88.1271% | 56 | 89.3974% | 58 | 91.0036% | 59 | 91.9347% | 58 | 92.6048% | 59 | 92.8640% | 53 | |
dtp4 | 90.0010% | 18 | 91.6704% | 19 | 92.4581% | 19 | 93.8956% | 19 | 95.4046% | 16 | 95.7167% | 16 | 95.0278% | 20 | |
dti1 | 79.7855% | 63 | 81.2928% | 63 | 81.7328% | 63 | 83.0867% | 62 | 87.0835% | 61 | 87.5780% | 61 | 85.5693% | 64 | |
dti2 | 74.0664% | 68 | 73.6367% | 68 | 73.1457% | 68 | 74.3393% | 68 | 77.8126% | 68 | 77.6694% | 68 | 74.3290% | 70 | |
dti3 | 66.0113% | 69 | 62.9557% | 70 | 56.5716% | 70 | 64.9456% | 70 | 65.3651% | 70 | 63.4485% | 70 | 59.0356% | 72 | |
dti4 | 81.4224% | 62 | 82.5359% | 61 | 83.7585% | 60 | 82.3091% | 64 | 84.5974% | 64 | 85.8660% | 64 | 84.4951% | 65 | |
dti5 | 78.6499% | 64 | 79.0625% | 64 | 75.7017% | 66 | 78.7147% | 65 | 81.9698% | 65 | 83.2128% | 65 | 77.4290% | 68 | |
dtc | 30.6500% | 72 | 39.6191% | 72 | 49.1713% | 72 | 45.5530% | 72 | 51.3505% | 72 | 55.8555% | 72 | 63.2456% | 71 | |
dte | 88.8142% | 28 | 90.7496% | 24 | 91.7028% | 26 | 93.1334% | 24 | 94.3867% | 26 | 94.8129% | 26 | 94.4907% | 26 | |
dtse | 88.9336% | 25 | 90.6200% | 25 | 91.9449% | 21 | 93.6961% | 21 | 94.9391% | 23 | 95.6519% | 18 | 94.4549% | 27 | |
dtmnk | 87.8150% | 48 | 89.7828% | 40 | 91.0036% | 39 | 92.6542% | 35 | 93.7319% | 36 | 94.2451% | 37 | 93.8393% | 36 | |
dtch | 90.0010% | 18 | 91.6704% | 19 | 92.4581% | 19 | 93.8956% | 19 | 95.4046% | 16 | 95.7167% | 16 | 95.0278% | 20 | |
dtcan | 87.5405% | 52 | 89.6088% | 48 | 90.1613% | 52 | 91.6755% | 54 | 92.7446% | 56 | 93.3516% | 55 | 92.4564% | 58 | |
dtas | 88.8125% | 29 | 90.5194% | 30 | 91.5322% | 29 | 92.7105% | 32 | 93.9024% | 33 | 94.3372% | 34 | 93.9024% | 32 | |
dtchi | 88.2925% | 37 | 90.1630% | 34 | 91.0412% | 37 | 92.3644% | 42 | 93.5102% | 42 | 94.0013% | 42 | 93.4420% | 42 | |
dtchi2 | 88.4954% | 33 | 89.8544% | 38 | 91.2577% | 32 | 92.7906% | 28 | 93.8751% | 35 | 94.3611% | 33 | 93.5000% | 40 | |
dtbc | 87.9634% | 46 | 89.6276% | 46 | 90.7462% | 48 | 92.3013% | 44 | 93.2255% | 48 | 93.8717% | 45 | 93.4045% | 44 | |
dthl | 88.3487% | 35 | 90.1971% | 33 | 91.0906% | 35 | 92.4053% | 40 | 93.5528% | 41 | 94.0183% | 41 | 93.4369% | 43 | |
dtchr | 88.8125% | 29 | 90.5194% | 30 | 91.5322% | 29 | 92.7105% | 32 | 93.9024% | 33 | 94.3372% | 34 | 93.9024% | 32 | |
dtchr2 | 88.6812% | 32 | 90.5501% | 28 | 91.3958% | 31 | 92.8452% | 26 | 93.9501% | 31 | 94.4515% | 30 | 93.8700% | 34 | |
dtjac | 87.9838% | 43 | 89.8697% | 36 | 90.7138% | 50 | 92.2024% | 49 | 93.2357% | 46 | 93.8240% | 48 | 93.3909% | 46 | |
dtper | 87.9838% | 43 | 89.8697% | 36 | 90.7138% | 50 | 92.2024% | 49 | 93.2357% | 46 | 93.8240% | 48 | 93.3909% | 46 | |
dtm | 94.5606% | 1 | 94.6561% | 1 | 95.0397% | 2 | 95.4745% | 1 | 96.0730% | 4 | 96.3101% | 4 | 96.0407% | 2 | |
dtmc | 94.1445% | 3 | 94.2383% | 3 | 94.4634% | 3 | 94.8300% | 5 | 95.3552% | 18 | 95.5104% | 21 | 94.6561% | 25 | |
gco | 91.1827% | 8 | 92.3439% | 11 | 93.1726% | 14 | 94.4787% | 11 | 95.6570% | 14 | 95.9895% | 14 | 95.5905% | 10 | |
mgco | 86.1627% | 58 | 86.0741% | 60 | 83.0372% | 62 | 87.0614% | 60 | 86.9505% | 62 | 86.5976% | 63 | 87.7775% | 61 | |
mlr | 94.5111% | 2 | 94.5810% | 2 | 95.0602% | 1 | 95.4336% | 2 | 96.0407% | 5 | 96.2350% | 8 | 96.0236% | 3 | |
ogc | 91.1708% | 9 | 92.8640% | 6 | 93.5801% | 6 | 95.0176% | 3 | 96.3373% | 1 | 96.7278% | 1 | 95.8360% | 4 | |
omgc | 90.0760% | 16 | 92.8708% | 5 | 93.7660% | 5 | 94.7840% | 6 | 96.1106% | 3 | 96.4601% | 3 | 95.7798% | 6 | |
ogco | 91.0719% | 10 | 92.5792% | 9 | 93.4505% | 11 | 94.9033% | 4 | 96.1378% | 2 | 96.5351% | 2 | 95.2989% | 16 | |
joinedin | 91.6635% | 93.5017% | 94.0081% | 95.5410% | 96.7193% | 97.0552% | 96.1259% | ||||||||
oracle | 94.8607% | 95.9111% | 96.4925% | 97.2632% | 97.9419% | 98.2454% | 97.9334% | ||||||||
cdc | 0.513 | 0.4696 | 0.623 | 0.6102 | 0.6371 | 0.6613 | 0.6759 |