Табела SVMoo23: | Резултати на комбинирањето на двете множества еден-против-еден SVM класификатори со гаусов кернел за второто и третото множество обележја | ||||||||||||||
1000 | R | 2000 | R | 5000 | R | 10000 | R | 30000 | R | сите | R | без.опт | R | ||
- | - | - | - | - | - | - | - | ||||||||
FS2 | 87.5183% | 90.0471% | 91.6840% | 93.0345% | 94.6527% | 95.0977% | 94.8573% | ||||||||
FS3 | 86.4731% | 89.3207% | 90.3421% | 92.4155% | 94.5810% | 95.0585% | 94.8453% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
vote | 88.6761% | 27 | 91.1094% | 17 | 92.2092% | 16 | 93.8478% | 12 | 95.3688% | 10 | 95.6519% | 8 | 95.4677% | 12 | |
borda | 88.2737% | 38 | 90.9747% | 21 | 92.0677% | 17 | 93.6637% | 17 | 95.1898% | 13 | 95.6468% | 9 | 95.4149% | 17 | |
bks | 89.3616% | 15 | 91.3498% | 13 | 92.3985% | 14 | 93.8188% | 14 | 95.4319% | 7 | 95.6195% | 11 | 95.5734% | 10 | |
bksv | 89.3633% | 14 | 91.3498% | 13 | 92.4036% | 13 | 93.8240% | 13 | 95.4319% | 7 | 95.6314% | 10 | 95.5803% | 9 | |
avg | 90.0402% | 6 | 92.0080% | 6 | 93.1266% | 6 | 94.3850% | 3 | 95.7968% | 1 | 96.0952% | 1 | 95.9315% | 3 | |
prod | 89.9533% | 10 | 91.9671% | 9 | 93.1385% | 5 | 94.3133% | 7 | 95.7798% | 3 | 96.0594% | 4 | 95.9605% | 2 | |
harm | 88.7597% | 25 | 91.2458% | 15 | 91.8596% | 18 | 93.7165% | 15 | 95.4063% | 9 | 95.7235% | 7 | 95.6365% | 8 | |
cprod | 89.9976% | 9 | 91.9875% | 8 | 93.0260% | 9 | 94.3850% | 3 | 95.7405% | 4 | 96.0884% | 3 | 95.9008% | 5 | |
maxmax | 88.2106% | 39 | 90.1357% | 30 | 91.2782% | 26 | 92.7787% | 28 | 93.9518% | 31 | 94.3321% | 30 | 94.2520% | 32 | |
minmax | 87.8696% | 41 | 89.9567% | 35 | 91.3106% | 25 | 92.8742% | 27 | 94.7055% | 22 | 95.1131% | 26 | 95.0022% | 23 | |
med | 90.0402% | 6 | 92.0080% | 6 | 93.1266% | 6 | 94.3850% | 3 | 95.7968% | 1 | 96.0952% | 1 | 95.9315% | 3 | |
adavg3 | 87.2302% | 58 | 90.0607% | 33 | 91.0463% | 28 | 93.1538% | 23 | 94.7669% | 21 | 95.2000% | 24 | 94.9613% | 25 | |
dempp1 | 87.8270% | 48 | 89.3156% | 51 | 90.0760% | 51 | 91.8596% | 50 | 92.7634% | 53 | 93.6262% | 49 | 93.3431% | 47 | |
dempp2 | 87.8355% | 47 | 89.5594% | 45 | 90.3727% | 45 | 92.1921% | 41 | 93.1487% | 44 | 93.9757% | 42 | 93.6773% | 42 | |
dempp3 | 87.3956% | 56 | 88.3419% | 59 | 89.7845% | 56 | 91.6363% | 54 | 91.8477% | 60 | 92.5928% | 60 | 92.5997% | 59 | |
dempp4 | 88.3726% | 31 | 90.9559% | 22 | 90.3898% | 44 | 91.9330% | 45 | 94.0780% | 29 | 93.8359% | 44 | 95.4507% | 15 | |
dempi1 | 75.4664% | 64 | 78.6141% | 64 | 79.0301% | 64 | 81.6782% | 63 | 83.2503% | 62 | 83.5146% | 62 | 83.5743% | 65 | |
dempi2 | 72.8831% | 67 | 74.8610% | 67 | 74.6291% | 65 | 76.0529% | 66 | 76.4860% | 65 | 77.5722% | 65 | 76.7486% | 67 | |
dempi3 | 43.4556% | 71 | 49.2941% | 72 | 49.9625% | 72 | 59.8131% | 72 | 62.0349% | 71 | 62.2549% | 71 | 56.4727% | 73 | |
dempi4 | 80.3226% | 62 | 82.0465% | 61 | 81.4224% | 62 | 81.8862% | 62 | 79.4786% | 64 | 82.8786% | 64 | 85.5898% | 62 | |
dempi5 | 72.9086% | 66 | 77.7683% | 65 | 71.8497% | 68 | 74.1074% | 68 | 68.9987% | 69 | 76.2200% | 66 | 71.9725% | 70 | |
dempc | 61.2130% | 70 | 72.2487% | 69 | 57.4072% | 70 | 63.6582% | 70 | 72.5506% | 68 | 70.5095% | 69 | 82.5359% | 66 | |
dempse | 89.0478% | 17 | 90.6456% | 25 | 91.5698% | 24 | 93.1419% | 24 | 94.4702% | 25 | 95.2137% | 21 | 94.7123% | 30 | |
dempmnk | 87.6923% | 54 | 89.3906% | 47 | 90.2261% | 47 | 92.0642% | 42 | 93.1044% | 47 | 93.9007% | 43 | 93.5358% | 46 | |
dempch | 88.3521% | 32 | 90.9508% | 23 | 90.5722% | 35 | 92.3098% | 38 | 94.1394% | 28 | 93.9894% | 39 | 95.5018% | 11 | |
dempcan | 87.2438% | 57 | 88.7136% | 58 | 88.9251% | 59 | 90.8365% | 58 | 91.8545% | 59 | 92.6866% | 58 | 92.0660% | 60 | |
dempas | 88.7631% | 24 | 90.0880% | 31 | 90.9747% | 29 | 92.3217% | 36 | 93.6006% | 33 | 94.0951% | 38 | 93.7694% | 37 | |
dempchi | 87.8389% | 44 | 89.1621% | 56 | 90.3062% | 46 | 91.6789% | 53 | 93.0072% | 48 | 93.6569% | 48 | 93.2851% | 52 | |
dempchi2 | 88.1987% | 40 | 89.7367% | 40 | 90.4836% | 38 | 92.3746% | 31 | 93.3261% | 40 | 94.1411% | 33 | 93.8598% | 36 | |
dempbc | 87.7349% | 51 | 89.2576% | 53 | 90.1119% | 48 | 91.8358% | 52 | 92.7599% | 54 | 93.6108% | 54 | 93.2067% | 55 | |
demphl | 88.2925% | 35 | 89.4810% | 46 | 90.4427% | 39 | 91.9943% | 43 | 93.1709% | 43 | 93.8325% | 45 | 93.5375% | 45 | |
dempchr | 88.7512% | 26 | 90.0743% | 32 | 90.9730% | 30 | 92.3371% | 35 | 93.6006% | 33 | 94.1087% | 37 | 93.7626% | 38 | |
dempchr2 | 88.3982% | 30 | 89.8578% | 38 | 90.5416% | 37 | 92.4240% | 30 | 93.3465% | 39 | 94.1684% | 32 | 93.9604% | 34 | |
dempjac | 87.7553% | 50 | 89.2951% | 52 | 90.0880% | 49 | 91.8647% | 47 | 92.7651% | 52 | 93.6159% | 53 | 93.2647% | 54 | |
dempper | 87.8133% | 49 | 89.3224% | 50 | 90.0846% | 50 | 91.8545% | 51 | 92.7702% | 51 | 93.6262% | 49 | 93.3295% | 48 | |
dempm | 91.5271% | 5 | 92.4684% | 5 | 93.0942% | 8 | 93.5716% | 19 | 94.9749% | 19 | 94.9528% | 27 | 94.9869% | 24 | |
dempmc | 92.8947% | 4 | 93.2340% | 3 | 93.8052% | 2 | 94.4191% | 2 | 95.0858% | 16 | 95.4438% | 13 | 95.4609% | 14 | |
pprod | 88.6505% | 28 | 90.5620% | 26 | 91.5936% | 23 | 93.1010% | 25 | 94.7737% | 20 | 95.2665% | 19 | 95.1557% | 21 | |
bayes | 89.5577% | 13 | 91.1656% | 16 | 92.3968% | 15 | 93.6739% | 16 | 95.2699% | 11 | 95.4575% | 12 | 95.4285% | 16 | |
fi | 86.9522% | 60 | 89.8919% | 37 | 90.9303% | 33 | 92.8998% | 26 | 94.6816% | 23 | 95.1574% | 25 | 94.8300% | 28 | |
dtp1 | 87.8389% | 44 | 89.3565% | 48 | 90.0488% | 52 | 91.8613% | 48 | 92.7821% | 49 | 93.6228% | 51 | 93.3244% | 49 | |
dtp2 | 87.8542% | 42 | 89.5628% | 43 | 90.4000% | 41 | 92.2143% | 39 | 93.1470% | 45 | 93.9859% | 40 | 93.6773% | 42 | |
dtp3 | 87.5303% | 55 | 88.1731% | 60 | 89.5219% | 57 | 91.0957% | 57 | 91.9057% | 58 | 92.6218% | 59 | 92.7054% | 58 | |
dtp4 | 88.9046% | 19 | 91.0872% | 19 | 91.8102% | 20 | 93.3926% | 20 | 94.4566% | 26 | 95.2051% | 22 | 94.9118% | 26 | |
dti1 | 78.0855% | 63 | 79.9168% | 63 | 79.9662% | 63 | 81.6100% | 64 | 83.2896% | 61 | 83.3714% | 63 | 83.6988% | 64 | |
dti2 | 72.1362% | 68 | 74.3580% | 68 | 73.8124% | 66 | 74.5456% | 67 | 74.8917% | 66 | 75.6028% | 67 | 75.1287% | 68 | |
dti3 | 64.1340% | 69 | 65.2662% | 70 | 58.1881% | 69 | 66.3353% | 69 | 66.4888% | 70 | 61.3409% | 72 | 57.4532% | 72 | |
dti4 | 80.5289% | 61 | 81.6356% | 62 | 82.9298% | 61 | 82.0533% | 61 | 82.4523% | 63 | 84.5480% | 61 | 84.8941% | 63 | |
dti5 | 74.8491% | 65 | 76.4144% | 66 | 73.5958% | 67 | 76.7742% | 65 | 74.7076% | 67 | 75.2208% | 68 | 71.2103% | 71 | |
dtc | 39.2269% | 72 | 54.9500% | 71 | 50.6292% | 71 | 60.8567% | 71 | 57.7755% | 72 | 62.6982% | 70 | 73.9897% | 69 | |
dte | 88.7733% | 23 | 90.4341% | 27 | 91.2219% | 27 | 92.7599% | 29 | 94.0371% | 30 | 94.5947% | 29 | 94.3730% | 31 | |
dtse | 89.0223% | 18 | 90.7257% | 24 | 91.6584% | 22 | 93.1999% | 22 | 94.5180% | 24 | 95.2443% | 20 | 94.7311% | 29 | |
dtmnk | 87.8542% | 42 | 89.5628% | 43 | 90.4000% | 41 | 92.2143% | 39 | 93.1470% | 45 | 93.9859% | 40 | 93.6773% | 42 | |
dtch | 88.9046% | 19 | 91.0872% | 19 | 91.8102% | 20 | 93.3926% | 20 | 94.4566% | 26 | 95.2051% | 22 | 94.9118% | 26 | |
dtcan | 87.0903% | 59 | 88.7955% | 57 | 89.2150% | 58 | 90.7956% | 59 | 92.0796% | 57 | 92.7361% | 57 | 91.9466% | 61 | |
dtas | 88.8518% | 21 | 90.1460% | 28 | 90.9525% | 31 | 92.3575% | 33 | 93.5733% | 35 | 94.1190% | 35 | 93.7540% | 39 | |
dtchi | 88.2908% | 36 | 89.6634% | 42 | 90.3932% | 43 | 91.8937% | 46 | 93.1999% | 42 | 93.7251% | 47 | 93.2817% | 53 | |
dtchi2 | 88.3521% | 32 | 89.8441% | 39 | 90.5552% | 36 | 92.3678% | 32 | 93.3772% | 38 | 94.1326% | 34 | 93.8990% | 35 | |
dtbc | 87.8389% | 44 | 89.3565% | 48 | 90.0488% | 52 | 91.8613% | 48 | 92.7821% | 49 | 93.6228% | 51 | 93.3244% | 49 | |
dthl | 88.2908% | 36 | 89.6719% | 41 | 90.4410% | 40 | 91.9415% | 44 | 93.2118% | 41 | 93.7882% | 46 | 93.3209% | 51 | |
dtchr | 88.8518% | 21 | 90.1460% | 28 | 90.9525% | 31 | 92.3575% | 33 | 93.5733% | 35 | 94.1190% | 35 | 93.7540% | 39 | |
dtchr2 | 88.3334% | 34 | 89.9874% | 34 | 90.6814% | 34 | 92.3115% | 37 | 93.4966% | 37 | 94.1820% | 31 | 93.7046% | 41 | |
dtjac | 87.7110% | 52 | 89.2337% | 54 | 89.9345% | 54 | 91.5561% | 55 | 92.7003% | 55 | 93.4403% | 55 | 93.0225% | 56 | |
dtper | 87.7110% | 52 | 89.2337% | 54 | 89.9345% | 54 | 91.5561% | 55 | 92.7003% | 55 | 93.4403% | 55 | 93.0225% | 56 | |
dtm | 93.1385% | 2 | 93.2885% | 2 | 93.7421% | 4 | 94.2844% | 8 | 95.2000% | 12 | 95.3773% | 16 | 95.3773% | 18 | |
dtmc | 93.4318% | 1 | 93.5852% | 1 | 94.0286% | 1 | 94.6816% | 1 | 95.0704% | 17 | 95.4285% | 14 | 95.4916% | 12 | |
gco | 90.0232% | 8 | 91.4726% | 12 | 92.6628% | 12 | 94.0627% | 11 | 95.0483% | 18 | 95.4063% | 15 | 95.2068% | 20 | |
mgco | 89.1280% | 16 | 89.9277% | 36 | 88.7767% | 60 | 90.5023% | 60 | 93.7592% | 32 | 94.7175% | 28 | 93.9979% | 33 | |
mlr | 93.1129% | 3 | 93.1249% | 4 | 93.7779% | 3 | 94.3372% | 6 | 95.1113% | 15 | 95.3364% | 18 | 95.2836% | 19 | |
ogc | 89.6515% | 12 | 91.9517% | 10 | 92.8998% | 11 | 94.2315% | 10 | 95.6058% | 6 | 95.8770% | 5 | 95.7542% | 6 | |
omgc | 89.9499% | 11 | 91.9295% | 11 | 92.9151% | 10 | 94.2451% | 9 | 95.6212% | 5 | 95.8701% | 6 | 95.7508% | 7 | |
ogco | 88.6318% | 29 | 91.0889% | 18 | 91.8596% | 18 | 93.6006% | 18 | 95.1352% | 14 | 95.3739% | 17 | 95.0602% | 22 | |
joinedin | 89.6788% | 92.0694% | 92.7582% | 94.6663% | 96.2470% | 96.5027% | 96.2708% | ||||||||
oracle | 92.8571% | 94.2025% | 95.0704% | 96.1481% | 97.1336% | 97.4491% | 97.3655% | ||||||||
cdc | 0.8886 | 0.9207 | 0.9275 | 0.9333 | 0.9529 | 0.9528 | 0.9486 |