Табела SVMoo14: | Резултати на комбинирањето на двете множества еден-против-еден SVM класификатори со гаусов кернел за првото 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% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
- | - | - | - | - | - | - | - | ||||||||
FS4 | 89.5168% | 91.6005% | 92.2586% | 94.1172% | 95.5803% | 95.9452% | 94.1241% | ||||||||
vote | 89.4690% | 19 | 90.7547% | 18 | 91.8494% | 18 | 93.3755% | 18 | 95.0039% | 17 | 95.4285% | 15 | 94.5418% | 13 | |
borda | 89.0581% | 21 | 90.2602% | 22 | 91.5135% | 19 | 93.1982% | 19 | 94.8027% | 18 | 95.3126% | 17 | 94.3747% | 15 | |
bks | 90.5944% | 8 | 92.1290% | 8 | 92.6866% | 10 | 94.0951% | 8 | 95.4404% | 7 | 95.8650% | 5 | 94.9323% | 6 | |
bksv | 90.5944% | 8 | 92.1308% | 7 | 92.6883% | 9 | 94.1087% | 7 | 95.4421% | 6 | 95.8650% | 5 | 94.9408% | 5 | |
avg | 90.1937% | 12 | 91.3737% | 13 | 92.4581% | 11 | 93.8615% | 12 | 95.3467% | 10 | 95.6877% | 8 | 94.5555% | 12 | |
prod | 90.2636% | 11 | 91.4265% | 12 | 92.3797% | 14 | 93.8223% | 14 | 95.2750% | 14 | 95.6570% | 10 | 94.6066% | 10 | |
harm | 89.0683% | 20 | 90.3710% | 19 | 91.2168% | 21 | 93.1658% | 20 | 94.7703% | 19 | 95.2563% | 20 | 94.1923% | 19 | |
cprod | 90.0232% | 15 | 91.3106% | 15 | 92.4155% | 13 | 93.8717% | 11 | 95.3091% | 12 | 95.6144% | 11 | 94.5879% | 11 | |
maxmax | 88.0248% | 28 | 89.1757% | 34 | 90.4239% | 33 | 91.9295% | 39 | 93.6057% | 32 | 94.0269% | 31 | 93.3005% | 33 | |
minmax | 87.6871% | 34 | 89.5611% | 31 | 90.3386% | 34 | 92.2024% | 31 | 93.8001% | 30 | 94.2741% | 29 | 93.7779% | 26 | |
med | 90.1937% | 12 | 91.3737% | 13 | 92.4581% | 11 | 93.8615% | 12 | 95.3467% | 10 | 95.6877% | 8 | 94.5555% | 12 | |
adavg3 | 86.3401% | 56 | 88.2925% | 55 | 90.0232% | 40 | 91.8238% | 42 | 93.8444% | 29 | 94.2997% | 28 | 93.4181% | 30 | |
dempp1 | 86.9454% | 48 | 88.6574% | 45 | 89.6293% | 51 | 91.5817% | 47 | 92.5622% | 51 | 93.1231% | 50 | 92.1154% | 51 | |
dempp2 | 87.0017% | 45 | 88.8177% | 43 | 89.9482% | 44 | 91.9517% | 38 | 92.9918% | 45 | 93.6040% | 42 | 92.4172% | 48 | |
dempp3 | 85.7706% | 59 | 87.2472% | 59 | 88.1049% | 60 | 89.9891% | 60 | 90.4546% | 59 | 91.5067% | 59 | 90.6882% | 58 | |
dempp4 | 88.1936% | 26 | 89.2968% | 33 | 90.3216% | 35 | 91.4214% | 55 | 93.9297% | 26 | 94.1548% | 30 | 93.9433% | 24 | |
dempi1 | 77.0641% | 64 | 78.9125% | 64 | 82.0448% | 62 | 82.5922% | 62 | 87.8577% | 61 | 89.4844% | 61 | 85.5523% | 62 | |
dempi2 | 72.3715% | 66 | 72.8183% | 66 | 72.5011% | 67 | 74.7894% | 66 | 79.4223% | 66 | 80.8052% | 66 | 77.4938% | 68 | |
dempi3 | 38.7682% | 71 | 40.2704% | 72 | 37.4996% | 72 | 43.0140% | 72 | 56.9007% | 72 | 59.7313% | 70 | 53.6439% | 73 | |
dempi4 | 78.6993% | 62 | 79.0932% | 63 | 81.5026% | 64 | 81.5333% | 63 | 84.7168% | 63 | 86.5566% | 63 | 84.5974% | 64 | |
dempi5 | 71.3876% | 68 | 71.3229% | 67 | 72.8268% | 66 | 74.5848% | 67 | 77.9832% | 67 | 79.1938% | 67 | 73.9675% | 69 | |
dempc | 63.5627% | 70 | 67.0685% | 69 | 62.1202% | 70 | 67.1811% | 69 | 68.2195% | 69 | 57.7107% | 71 | 81.8334% | 66 | |
dempse | 88.3010% | 24 | 89.8322% | 27 | 90.9764% | 23 | 93.1266% | 22 | 94.4225% | 22 | 95.1778% | 21 | 93.9399% | 25 | |
dempmnk | 86.8295% | 52 | 88.9813% | 40 | 89.8697% | 46 | 92.0591% | 35 | 93.0805% | 41 | 93.7933% | 39 | 93.3636% | 31 | |
dempch | 88.2601% | 25 | 89.3138% | 32 | 90.5040% | 30 | 91.7778% | 43 | 94.1940% | 23 | 94.5572% | 25 | 94.1479% | 20 | |
dempcan | 85.9752% | 58 | 88.1731% | 56 | 88.6659% | 58 | 91.0207% | 58 | 92.1103% | 57 | 92.9049% | 55 | 91.4794% | 55 | |
dempas | 87.8883% | 30 | 89.8459% | 25 | 90.6746% | 27 | 92.3780% | 28 | 93.5904% | 33 | 93.9808% | 33 | 93.2323% | 34 | |
dempchi | 86.3691% | 54 | 87.2148% | 60 | 89.4145% | 56 | 91.0241% | 57 | 92.2365% | 56 | 92.1052% | 57 | 89.0802% | 61 | |
dempchi2 | 87.1415% | 40 | 88.3794% | 52 | 89.9635% | 43 | 92.0932% | 33 | 93.3653% | 38 | 93.9570% | 34 | 92.1308% | 49 | |
dempbc | 86.9352% | 49 | 88.3283% | 54 | 89.5492% | 55 | 91.4402% | 54 | 92.3609% | 54 | 92.7582% | 56 | 90.4188% | 59 | |
demphl | 86.5941% | 53 | 87.9173% | 57 | 89.6651% | 49 | 91.5203% | 51 | 92.8640% | 46 | 93.0549% | 52 | 91.2577% | 56 | |
dempchr | 87.8321% | 31 | 89.8424% | 26 | 90.6541% | 28 | 92.4070% | 27 | 93.6449% | 31 | 94.0013% | 32 | 93.3107% | 32 | |
dempchr2 | 87.3001% | 37 | 88.7767% | 44 | 90.0982% | 38 | 92.1512% | 32 | 93.3994% | 37 | 93.9314% | 35 | 92.9015% | 39 | |
dempjac | 86.9744% | 46 | 88.4647% | 51 | 89.6242% | 52 | 91.4964% | 52 | 92.4752% | 53 | 92.9850% | 53 | 91.1622% | 57 | |
dempper | 86.9573% | 47 | 88.6386% | 47 | 89.6429% | 50 | 91.5561% | 48 | 92.5383% | 52 | 93.0618% | 51 | 91.9091% | 52 | |
dempm | 91.1247% | 6 | 91.7522% | 11 | 92.6952% | 8 | 93.6688% | 17 | 94.6731% | 20 | 94.7311% | 22 | 94.0780% | 22 | |
dempmc | 92.8401% | 4 | 93.2868% | 4 | 93.4096% | 4 | 94.0405% | 10 | 95.0142% | 16 | 95.2887% | 18 | 94.7737% | 8 | |
pprod | 88.7597% | 22 | 90.3011% | 21 | 90.9048% | 25 | 92.6747% | 25 | 94.1309% | 24 | 94.5981% | 24 | 94.0201% | 23 | |
bayes | 90.4307% | 10 | 91.7863% | 10 | 92.2296% | 15 | 94.0422% | 9 | 95.2989% | 13 | 95.5973% | 12 | 94.6782% | 9 | |
fi | 86.2685% | 57 | 88.3470% | 53 | 89.9482% | 44 | 91.8852% | 40 | 93.8649% | 28 | 94.3474% | 27 | 93.1572% | 37 | |
dtp1 | 86.9130% | 50 | 88.6301% | 49 | 89.5662% | 53 | 91.5527% | 49 | 92.5775% | 49 | 93.2237% | 48 | 92.4684% | 46 | |
dtp2 | 87.0238% | 41 | 88.9080% | 41 | 90.0044% | 41 | 92.0216% | 36 | 93.0464% | 43 | 93.6893% | 40 | 92.6952% | 42 | |
dtp3 | 85.4943% | 60 | 87.6445% | 58 | 88.4238% | 59 | 90.2841% | 59 | 90.9303% | 58 | 91.6635% | 58 | 92.1290% | 50 | |
dtp4 | 89.4741% | 17 | 91.1997% | 16 | 92.0097% | 16 | 93.7251% | 15 | 95.3876% | 8 | 95.5410% | 13 | 94.3679% | 16 | |
dti1 | 79.8759% | 61 | 81.3645% | 61 | 82.7610% | 61 | 83.2503% | 61 | 87.2762% | 62 | 88.5516% | 62 | 85.1465% | 63 | |
dti2 | 71.5002% | 67 | 71.2359% | 68 | 70.6408% | 68 | 71.5854% | 68 | 76.9055% | 68 | 76.9089% | 68 | 72.5437% | 70 | |
dti3 | 67.5971% | 69 | 62.0042% | 70 | 62.1423% | 69 | 59.7279% | 70 | 61.5745% | 71 | 62.1219% | 69 | 62.2549% | 72 | |
dti4 | 78.4674% | 63 | 80.0941% | 62 | 81.6390% | 63 | 80.2612% | 64 | 83.4925% | 64 | 85.8132% | 64 | 83.8403% | 65 | |
dti5 | 76.4519% | 65 | 74.3563% | 65 | 74.2131% | 65 | 76.6054% | 65 | 82.4779% | 65 | 84.4474% | 65 | 78.8784% | 67 | |
dtc | 37.7639% | 72 | 43.3550% | 71 | 54.5067% | 71 | 48.1516% | 71 | 65.1639% | 70 | 56.7814% | 72 | 62.6863% | 71 | |
dte | 88.1595% | 27 | 90.0181% | 23 | 90.9730% | 24 | 92.7514% | 24 | 93.8853% | 27 | 94.3798% | 26 | 93.6995% | 27 | |
dtse | 88.3607% | 23 | 89.8987% | 24 | 91.0872% | 22 | 93.1419% | 21 | 94.5452% | 21 | 95.2614% | 19 | 93.6074% | 28 | |
dtmnk | 87.0238% | 41 | 88.9080% | 41 | 90.0044% | 41 | 92.0216% | 36 | 93.0464% | 43 | 93.6893% | 40 | 92.6952% | 42 | |
dtch | 89.4741% | 17 | 91.1997% | 16 | 92.0097% | 16 | 93.7251% | 15 | 95.3876% | 8 | 95.5410% | 13 | 94.3679% | 16 | |
dtcan | 86.3554% | 55 | 88.6420% | 46 | 89.1894% | 57 | 91.1673% | 56 | 92.3251% | 55 | 92.9765% | 54 | 91.7573% | 54 | |
dtas | 87.7434% | 32 | 89.7146% | 28 | 90.4716% | 31 | 92.2092% | 29 | 93.4505% | 35 | 93.8734% | 37 | 93.1794% | 35 | |
dtchi | 87.1602% | 39 | 89.1433% | 36 | 90.0573% | 39 | 91.7761% | 44 | 93.0805% | 41 | 93.5170% | 44 | 92.6508% | 45 | |
dtchi2 | 87.3018% | 36 | 88.6335% | 48 | 90.0999% | 37 | 92.0660% | 34 | 93.2681% | 39 | 93.4898% | 45 | 91.7658% | 53 | |
dtbc | 86.9130% | 50 | 88.6301% | 49 | 89.5662% | 53 | 91.5527% | 49 | 92.5775% | 49 | 93.2237% | 48 | 92.4684% | 46 | |
dthl | 87.2438% | 38 | 89.1672% | 35 | 90.1050% | 36 | 91.8324% | 41 | 93.0976% | 40 | 93.5358% | 43 | 92.6628% | 44 | |
dtchr | 87.7434% | 32 | 89.7146% | 28 | 90.4716% | 31 | 92.2092% | 29 | 93.4505% | 35 | 93.8734% | 37 | 93.1794% | 35 | |
dtchr2 | 87.8901% | 29 | 89.6907% | 30 | 90.5927% | 29 | 92.4837% | 26 | 93.5290% | 34 | 93.9007% | 36 | 92.9782% | 38 | |
dtjac | 87.0034% | 43 | 89.0615% | 38 | 89.7862% | 47 | 91.6721% | 45 | 92.8316% | 47 | 93.3943% | 46 | 92.7224% | 40 | |
dtper | 87.0034% | 43 | 89.0615% | 38 | 89.7862% | 47 | 91.6721% | 45 | 92.8316% | 47 | 93.3943% | 46 | 92.7224% | 40 | |
dtm | 93.3960% | 2 | 94.0081% | 1 | 94.1889% | 1 | 95.0892% | 1 | 95.7371% | 4 | 95.9452% | 4 | 95.6877% | 2 | |
dtmc | 93.5545% | 1 | 93.8871% | 2 | 93.8888% | 3 | 94.4242% | 6 | 95.1335% | 15 | 95.3620% | 16 | 94.3253% | 18 | |
gco | 89.6770% | 16 | 90.3403% | 20 | 91.4640% | 20 | 92.9322% | 23 | 94.1309% | 24 | 94.6595% | 23 | 94.1138% | 21 | |
mgco | 87.4365% | 35 | 89.0751% | 37 | 90.6933% | 26 | 91.4726% | 53 | 89.2422% | 60 | 90.6268% | 60 | 89.4673% | 60 | |
mlr | 93.2016% | 3 | 93.7097% | 3 | 94.0456% | 2 | 94.9698% | 2 | 95.6314% | 5 | 95.8599% | 7 | 95.5990% | 3 | |
ogc | 90.8826% | 7 | 92.3985% | 5 | 93.0771% | 6 | 94.7618% | 3 | 95.9963% | 1 | 96.4874% | 1 | 94.9323% | 6 | |
omgc | 91.2014% | 5 | 92.2245% | 6 | 93.0788% | 5 | 94.6561% | 4 | 95.7883% | 3 | 96.0083% | 3 | 95.0755% | 4 | |
ogco | 90.1784% | 14 | 92.0762% | 9 | 92.8895% | 7 | 94.5214% | 5 | 95.8139% | 2 | 96.1719% | 2 | 93.4250% | 29 | |
joinedin | 91.2492% | 92.9168% | 93.4522% | 95.1847% | 96.4465% | 96.7807% | 96.3356% | ||||||||
oracle | 93.3738% | 94.6885% | 94.9783% | 96.2726% | 97.2087% | 97.5787% | 96.8455% | ||||||||
cdc | 0.8683 | 0.8757 | 0.9088 | 0.9116 | 0.9311 | 0.928 | 0.9179 |