Табела SVMoo134: | Резултати на комбинирањето на трите множества еден-против-еден SVM класификатори со гаусов кернел за првото, третото 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% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
FS3 | 86.4731% | 89.3207% | 90.3421% | 92.4155% | 94.5810% | 95.0585% | 94.8453% | ||||||||
FS4 | 89.5168% | 91.6005% | 92.2586% | 94.1172% | 95.5803% | 95.9452% | 94.1241% | ||||||||
vote | 90.4955% | 15 | 91.8630% | 16 | 92.6440% | 15 | 94.3901% | 12 | 95.7218% | 9 | 96.1259% | 7 | 95.4797% | 9 | |
borda | 90.2466% | 17 | 91.6311% | 20 | 92.5997% | 16 | 94.3543% | 14 | 95.7184% | 10 | 96.0424% | 12 | 95.4029% | 12 | |
bks | 91.4657% | 8 | 92.9134% | 7 | 93.0532% | 9 | 94.4890% | 9 | 95.5632% | 14 | 95.8582% | 15 | 95.3773% | 13 | |
bksv | 91.6005% | 7 | 92.9901% | 6 | 93.2237% | 8 | 94.6680% | 7 | 95.7644% | 8 | 96.0850% | 10 | 95.5734% | 8 | |
avg | 90.8485% | 12 | 92.1001% | 13 | 92.8503% | 12 | 94.3662% | 13 | 95.7883% | 6 | 96.1395% | 6 | 95.3040% | 16 | |
prod | 90.8809% | 11 | 92.1256% | 12 | 92.8111% | 13 | 94.3219% | 15 | 95.6945% | 11 | 96.0935% | 9 | 95.3074% | 15 | |
harm | 89.7111% | 21 | 91.0616% | 21 | 91.5783% | 22 | 93.5494% | 21 | 95.0892% | 21 | 95.6451% | 20 | 94.6493% | 22 | |
cprod | 90.5876% | 13 | 91.9705% | 15 | 92.7889% | 14 | 94.4054% | 11 | 95.7678% | 7 | 96.0577% | 11 | 95.3194% | 14 | |
maxmax | 86.8977% | 57 | 88.3027% | 56 | 89.5577% | 52 | 91.2560% | 57 | 93.0242% | 48 | 93.3465% | 54 | 92.8265% | 49 | |
minmax | 85.8712% | 58 | 88.1526% | 57 | 89.1826% | 57 | 91.2662% | 55 | 93.1726% | 45 | 93.8069% | 44 | 93.2527% | 37 | |
med | 89.8902% | 20 | 91.7045% | 19 | 92.3865% | 20 | 94.1633% | 18 | 95.6843% | 12 | 96.1242% | 8 | 95.6587% | 7 | |
adavg3 | 85.3102% | 59 | 87.7281% | 59 | 89.3786% | 55 | 91.4930% | 51 | 93.6620% | 35 | 94.1394% | 36 | 93.3090% | 36 | |
dempp1 | 87.9941% | 43 | 89.2542% | 45 | 89.9686% | 47 | 91.9312% | 44 | 92.9987% | 49 | 93.5665% | 50 | 92.7906% | 51 | |
dempp2 | 88.1100% | 39 | 89.4861% | 41 | 90.2108% | 40 | 92.3115% | 38 | 93.4454% | 41 | 94.0013% | 39 | 93.0549% | 42 | |
dempp3 | 87.4587% | 53 | 88.5943% | 54 | 89.2422% | 56 | 91.1281% | 59 | 91.3907% | 59 | 92.4274% | 59 | 91.7505% | 58 | |
dempp4 | 89.2320% | 24 | 90.7001% | 25 | 91.4777% | 24 | 92.8691% | 26 | 94.5725% | 25 | 94.8590% | 25 | 94.8897% | 20 | |
dempi1 | 77.2005% | 65 | 79.8401% | 64 | 82.0619% | 64 | 82.9605% | 63 | 87.1244% | 61 | 88.8671% | 61 | 85.7518% | 63 | |
dempi2 | 71.7849% | 67 | 73.8584% | 67 | 75.1253% | 67 | 75.2140% | 67 | 79.0148% | 66 | 80.4795% | 66 | 77.3352% | 68 | |
dempi3 | 39.7572% | 72 | 46.3697% | 71 | 49.2327% | 72 | 48.0800% | 71 | 58.5138% | 72 | 59.7040% | 72 | 53.7871% | 73 | |
dempi4 | 79.8742% | 62 | 80.9569% | 62 | 83.1753% | 61 | 83.4925% | 61 | 84.7560% | 63 | 87.2609% | 63 | 86.6095% | 62 | |
dempi5 | 72.3306% | 66 | 73.7953% | 68 | 75.5346% | 66 | 77.8740% | 66 | 77.7530% | 67 | 80.2135% | 67 | 75.5772% | 69 | |
dempc | 71.6025% | 68 | 74.2983% | 66 | 71.5735% | 69 | 72.1140% | 69 | 74.5575% | 69 | 66.2415% | 69 | 86.7715% | 61 | |
dempse | 89.2030% | 25 | 90.7342% | 24 | 91.4129% | 25 | 93.3073% | 23 | 94.6680% | 24 | 95.2955% | 23 | 94.3474% | 23 | |
dempmnk | 88.0401% | 40 | 89.6515% | 34 | 90.0010% | 44 | 92.3354% | 37 | 93.4301% | 43 | 94.1565% | 35 | 93.7609% | 29 | |
dempch | 89.2900% | 23 | 90.7581% | 23 | 91.6618% | 21 | 93.1470% | 25 | 94.7891% | 22 | 95.1250% | 24 | 95.0517% | 18 | |
dempcan | 87.2864% | 56 | 88.9353% | 51 | 89.0990% | 58 | 91.3413% | 54 | 92.4530% | 57 | 93.2715% | 55 | 92.2876% | 55 | |
dempas | 88.9507% | 27 | 90.4375% | 28 | 90.9235% | 28 | 92.6730% | 28 | 94.0422% | 28 | 94.3150% | 29 | 93.6875% | 31 | |
dempchi | 87.3649% | 54 | 88.0077% | 58 | 89.7964% | 51 | 91.3839% | 52 | 92.7599% | 55 | 92.8179% | 57 | 90.1630% | 60 | |
dempchi2 | 88.2021% | 34 | 89.2115% | 47 | 90.2619% | 37 | 92.3950% | 33 | 93.7455% | 34 | 94.2707% | 30 | 93.0328% | 43 | |
dempbc | 87.9924% | 44 | 88.9813% | 50 | 89.9874% | 46 | 91.8272% | 49 | 92.8606% | 54 | 93.3738% | 53 | 91.6414% | 59 | |
demphl | 87.7536% | 50 | 88.8398% | 52 | 89.9652% | 48 | 91.7863% | 50 | 93.3499% | 44 | 93.6381% | 49 | 92.3609% | 54 | |
dempchr | 88.9080% | 28 | 90.4461% | 27 | 90.9303% | 27 | 92.6679% | 29 | 94.0507% | 27 | 94.3457% | 28 | 93.7319% | 30 | |
dempchr2 | 88.3300% | 32 | 89.5185% | 40 | 90.3813% | 34 | 92.4786% | 32 | 93.7830% | 33 | 94.2639% | 31 | 93.3926% | 35 | |
dempjac | 88.0196% | 41 | 89.1161% | 48 | 90.0147% | 41 | 91.8869% | 48 | 92.9441% | 53 | 93.4795% | 52 | 92.2041% | 56 | |
dempper | 88.0111% | 42 | 89.2371% | 46 | 89.9993% | 45 | 91.9244% | 45 | 92.9714% | 52 | 93.5221% | 51 | 92.6900% | 53 | |
dempm | 91.8460% | 5 | 92.5076% | 10 | 93.2544% | 7 | 94.3014% | 16 | 95.2580% | 20 | 95.3091% | 22 | 94.9187% | 19 | |
dempmc | 93.1572% | 4 | 93.6586% | 4 | 93.9143% | 4 | 94.5845% | 8 | 95.4524% | 16 | 95.6996% | 16 | 95.7047% | 4 | |
pprod | 87.9378% | 49 | 89.6037% | 35 | 90.3830% | 33 | 92.2706% | 39 | 93.9041% | 31 | 94.4992% | 27 | 94.0337% | 27 | |
bayes | 90.3131% | 16 | 91.9790% | 14 | 92.5860% | 17 | 94.2741% | 17 | 95.5564% | 15 | 96.0065% | 13 | 95.6604% | 6 | |
fi | 84.6997% | 60 | 87.4621% | 60 | 88.9848% | 59 | 91.1435% | 58 | 93.4352% | 42 | 93.8683% | 41 | 92.8043% | 50 | |
dtp1 | 87.9821% | 45 | 89.2661% | 43 | 89.9192% | 49 | 91.9142% | 46 | 92.9970% | 50 | 93.6466% | 47 | 92.9202% | 46 | |
dtp2 | 88.1288% | 37 | 89.5577% | 36 | 90.2329% | 38 | 92.3609% | 34 | 93.4539% | 39 | 94.0473% | 37 | 93.2442% | 38 | |
dtp3 | 87.5132% | 52 | 88.8228% | 53 | 89.4503% | 53 | 91.2628% | 56 | 91.8170% | 58 | 92.5349% | 58 | 92.7395% | 52 | |
dtp4 | 90.1016% | 18 | 91.7727% | 17 | 92.4445% | 18 | 93.8240% | 19 | 95.4251% | 18 | 95.6638% | 18 | 94.3167% | 24 | |
dti1 | 80.3004% | 61 | 82.1335% | 61 | 82.9417% | 63 | 83.3595% | 62 | 86.5873% | 62 | 87.8236% | 62 | 85.2727% | 64 | |
dti2 | 70.9955% | 69 | 72.6375% | 69 | 73.5088% | 68 | 72.5864% | 68 | 76.6992% | 68 | 77.1783% | 68 | 73.2275% | 70 | |
dti3 | 68.1837% | 70 | 66.8434% | 70 | 64.9473% | 70 | 63.6361% | 70 | 63.9686% | 71 | 63.0972% | 70 | 65.3259% | 72 | |
dti4 | 78.6993% | 63 | 80.3857% | 63 | 82.9673% | 62 | 81.6458% | 65 | 83.8011% | 64 | 85.8030% | 64 | 84.5411% | 66 | |
dti5 | 77.9388% | 64 | 77.3471% | 65 | 78.0138% | 65 | 82.1880% | 64 | 82.7132% | 65 | 84.3246% | 65 | 80.3345% | 67 | |
dtc | 40.6746% | 71 | 43.8461% | 72 | 55.4002% | 71 | 46.8199% | 72 | 66.3114% | 70 | 60.6998% | 71 | 72.9257% | 71 | |
dte | 89.1519% | 26 | 90.5569% | 26 | 91.2253% | 26 | 93.1675% | 24 | 94.2826% | 26 | 94.6731% | 26 | 94.0746% | 26 | |
dtse | 89.3156% | 22 | 90.7649% | 22 | 91.5527% | 23 | 93.3619% | 22 | 94.7737% | 23 | 95.3381% | 21 | 93.9655% | 28 | |
dtmnk | 88.1288% | 37 | 89.5577% | 36 | 90.2329% | 38 | 92.3609% | 34 | 93.4539% | 39 | 94.0473% | 37 | 93.2442% | 38 | |
dtch | 90.1016% | 18 | 91.7727% | 17 | 92.4445% | 18 | 93.8240% | 19 | 95.4251% | 18 | 95.6638% | 18 | 94.3167% | 24 | |
dtcan | 87.3580% | 55 | 89.0939% | 49 | 89.3906% | 54 | 91.3600% | 53 | 92.5639% | 56 | 93.1811% | 56 | 92.0301% | 57 | |
dtas | 88.8876% | 29 | 90.3165% | 29 | 90.8041% | 29 | 92.5587% | 30 | 93.9416% | 29 | 94.2213% | 32 | 93.6193% | 32 | |
dtchi | 88.1424% | 36 | 89.7708% | 32 | 90.2875% | 36 | 92.0642% | 41 | 93.5017% | 38 | 93.8564% | 43 | 93.1095% | 41 | |
dtchi2 | 88.3027% | 33 | 89.2968% | 42 | 90.4512% | 32 | 92.3558% | 36 | 93.5887% | 36 | 93.9774% | 40 | 92.8503% | 48 | |
dtbc | 87.9821% | 45 | 89.2661% | 43 | 89.9192% | 49 | 91.9142% | 46 | 92.9970% | 50 | 93.6466% | 47 | 92.9202% | 46 | |
dthl | 88.1595% | 35 | 89.7691% | 33 | 90.3489% | 35 | 92.1052% | 40 | 93.5204% | 37 | 93.8649% | 42 | 93.1231% | 40 | |
dtchr | 88.8876% | 29 | 90.3165% | 29 | 90.8041% | 29 | 92.5587% | 30 | 93.9416% | 29 | 94.2213% | 32 | 93.6193% | 32 | |
dtchr2 | 88.6966% | 31 | 90.1715% | 31 | 90.7769% | 31 | 92.7173% | 27 | 93.8410% | 32 | 94.2161% | 34 | 93.4147% | 34 | |
dtjac | 87.9548% | 47 | 89.5423% | 38 | 90.0130% | 42 | 92.0080% | 42 | 93.0873% | 46 | 93.7063% | 45 | 92.9560% | 44 | |
dtper | 87.9548% | 47 | 89.5423% | 38 | 90.0130% | 42 | 92.0080% | 42 | 93.0873% | 46 | 93.7063% | 45 | 92.9560% | 44 | |
dtm | 94.7175% | 1 | 95.1710% | 1 | 95.2836% | 1 | 95.9639% | 1 | 96.4192% | 2 | 96.5386% | 3 | 96.3015% | 1 | |
dtmc | 93.8615% | 3 | 94.1872% | 3 | 94.2588% | 3 | 94.8129% | 6 | 95.4302% | 17 | 95.6706% | 17 | 95.1011% | 17 | |
gco | 91.3907% | 10 | 92.4633% | 11 | 93.0430% | 10 | 94.4617% | 10 | 95.6092% | 13 | 95.8804% | 14 | 95.4592% | 11 | |
mgco | 87.7349% | 51 | 88.4323% | 55 | 88.6471% | 60 | 88.1629% | 60 | 88.1987% | 60 | 89.0734% | 60 | 85.2215% | 65 | |
mlr | 94.6697% | 2 | 95.0977% | 2 | 95.2375% | 2 | 95.9571% | 2 | 96.4021% | 3 | 96.5539% | 2 | 96.2657% | 2 | |
ogc | 91.6993% | 6 | 93.2050% | 5 | 93.7165% | 5 | 95.3603% | 3 | 96.4618% | 1 | 96.7909% | 1 | 95.4831% | 9 | |
omgc | 90.5484% | 14 | 92.6969% | 8 | 92.8725% | 11 | 95.0500% | 4 | 96.0645% | 5 | 96.2998% | 5 | 95.6757% | 5 | |
ogco | 91.3958% | 9 | 92.6235% | 9 | 93.3141% | 6 | 94.9903% | 5 | 96.1702% | 4 | 96.4516% | 4 | 94.8522% | 21 | |
joinedin | 90.9184% | 93.6313% | 93.7694% | 95.6911% | 96.8267% | 97.0330% | 95.8156% | ||||||||
oracle | 94.9852% | 96.0713% | 96.1123% | 97.3383% | 98.0067% | 98.2471% | 97.8686% | ||||||||
cdc | 0.4062 | 0.4538 | 0.5166 | 0.537 | 0.6038 | 0.6054 | 0.6112 |