Табела SVMG1234: | Резултати на комбинирањето на четирите SVM класификатори со гаусов кернел за сите четири множества обележја | ||||||||||||||
1000 | R | 2000 | R | 5000 | R | 10000 | R | 30000 | R | сите | R | без.опт | R | ||
FS1 | 84.7969% | 86.1576% | 88.5107% | 89.7998% | 91.9824% | 92.7719% | 92.6986% | ||||||||
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 | 90.2704% | 67 | 92.2552% | 68 | 93.0055% | 71 | 94.3730% | 68 | 96.0509% | 67 | 96.3220% | 64 | 96.2487% | 65 | |
borda | 90.8894% | 54 | 92.7310% | 54 | 93.5597% | 60 | 94.8470% | 58 | 96.2811% | 49 | 96.6221% | 40 | 96.5266% | 42 | |
bks | 91.3208% | 36 | 92.5417% | 61 | 93.2203% | 68 | 94.0371% | 72 | 95.3961% | 75 | 95.7150% | 75 | 95.6843% | 74 | |
bksv | 92.1444% | 7 | 93.5170% | 12 | 94.1803% | 6 | 95.0142% | 31 | 96.2691% | 52 | 96.5181% | 53 | 96.5027% | 46 | |
avg | 91.3106% | 38 | 93.0123% | 34 | 93.7302% | 36 | 95.0278% | 26 | 96.3800% | 34 | 96.6630% | 31 | 96.5539% | 37 | |
prod | 90.9354% | 51 | 92.6116% | 59 | 93.7677% | 25 | 95.0892% | 21 | 96.5420% | 22 | 96.7091% | 26 | 96.7994% | 11 | |
harm | 90.8041% | 56 | 92.3609% | 67 | 93.5648% | 58 | 94.9903% | 43 | 96.4397% | 31 | 96.6085% | 45 | 96.7329% | 22 | |
cprod | 90.0249% | 69 | 92.3797% | 65 | 93.6449% | 54 | 94.8931% | 56 | 96.4465% | 30 | 96.6869% | 28 | 96.6357% | 29 | |
maxmax | 89.2627% | 76 | 91.5783% | 75 | 93.1129% | 70 | 94.2485% | 71 | 96.0799% | 65 | 96.2657% | 65 | 96.0065% | 68 | |
minmax | 90.4086% | 63 | 91.8085% | 70 | 93.2442% | 67 | 94.6561% | 67 | 96.2095% | 63 | 96.3561% | 63 | 96.4993% | 47 | |
med | 91.0173% | 48 | 92.8708% | 46 | 93.6108% | 56 | 95.0244% | 27 | 96.4107% | 32 | 96.6698% | 29 | 96.5692% | 34 | |
davg | 91.3327% | 35 | 92.9322% | 41 | 93.7268% | 37 | 94.9954% | 42 | 96.3101% | 41 | 96.6204% | 41 | 96.4891% | 50 | |
demp | 91.3447% | 34 | 92.8469% | 47 | 93.6569% | 52 | 94.8897% | 57 | 96.2436% | 58 | 96.6102% | 44 | 96.4499% | 58 | |
dempp1 | 91.1349% | 45 | 93.0328% | 33 | 93.7711% | 24 | 95.1148% | 17 | 96.5573% | 15 | 96.7329% | 22 | 96.7346% | 21 | |
dempp2 | 90.9985% | 50 | 92.9680% | 39 | 93.7592% | 29 | 95.1011% | 20 | 96.5573% | 15 | 96.7381% | 20 | 96.7261% | 24 | |
dempp3 | 90.3148% | 65 | 92.6559% | 55 | 93.7234% | 41 | 95.0483% | 24 | 96.5727% | 13 | 96.7415% | 18 | 96.7329% | 22 | |
dempp4 | 90.9167% | 53 | 92.9356% | 40 | 93.9109% | 17 | 95.1318% | 15 | 96.6187% | 8 | 96.8097% | 10 | 96.8438% | 7 | |
dempi1 | 91.3089% | 39 | 93.1931% | 19 | 93.8547% | 20 | 95.2409% | 9 | 96.5829% | 11 | 96.7687% | 14 | 96.7619% | 17 | |
dempi2 | 90.7308% | 59 | 92.7497% | 52 | 93.6381% | 55 | 94.9596% | 50 | 96.4840% | 29 | 96.6375% | 34 | 96.6306% | 31 | |
dempi3 | 88.0742% | 77 | 91.8034% | 71 | 93.4147% | 63 | 94.8436% | 59 | 96.5232% | 26 | 96.6511% | 33 | 96.6323% | 30 | |
dempi4 | 90.2994% | 66 | 92.3746% | 66 | 93.5835% | 57 | 94.8334% | 60 | 96.3578% | 36 | 96.6136% | 43 | 96.5829% | 32 | |
dempi5 | 89.7930% | 72 | 92.1376% | 69 | 93.4181% | 62 | 94.7396% | 64 | 96.3442% | 37 | 96.5931% | 48 | 96.5334% | 41 | |
dempc | 90.3455% | 64 | 92.7514% | 51 | 93.7592% | 29 | 95.1199% | 16 | 96.5710% | 14 | 96.7312% | 23 | 96.8097% | 9 | |
dempmnk | 91.0173% | 48 | 92.9288% | 43 | 93.7472% | 33 | 95.0568% | 23 | 96.5062% | 27 | 96.7227% | 24 | 96.7108% | 26 | |
dempch | 90.7752% | 57 | 92.7770% | 50 | 93.7626% | 28 | 95.0397% | 25 | 96.5471% | 20 | 96.7585% | 15 | 96.7739% | 16 | |
dempcan | 91.7062% | 23 | 92.8060% | 48 | 93.0004% | 72 | 94.2844% | 69 | 94.8846% | 76 | 94.7720% | 77 | 94.9391% | 77 | |
dempas | 92.1222% | 10 | 93.5563% | 10 | 93.9365% | 14 | 95.2222% | 10 | 96.5403% | 23 | 96.9427% | 5 | 96.8557% | 6 | |
dempchi | 91.2219% | 43 | 93.0976% | 25 | 93.8751% | 19 | 95.1847% | 13 | 96.5368% | 24 | 96.7466% | 16 | 96.7466% | 18 | |
dempchi2 | 91.2407% | 42 | 93.1351% | 23 | 93.9382% | 13 | 95.1983% | 12 | 96.5965% | 9 | 96.7858% | 13 | 96.7773% | 15 | |
dempbc | 91.0736% | 47 | 93.0055% | 35 | 93.7558% | 31 | 95.1079% | 18 | 96.5488% | 18 | 96.7210% | 25 | 96.7415% | 19 | |
demphl | 91.4487% | 32 | 93.2476% | 15 | 93.9587% | 10 | 95.2631% | 7 | 96.5761% | 12 | 96.7892% | 12 | 96.7909% | 12 | |
dempchr | 92.1734% | 6 | 93.6841% | 7 | 93.9706% | 9 | 95.2205% | 11 | 96.5300% | 25 | 96.9273% | 7 | 96.8216% | 8 | |
dempchr2 | 91.4692% | 31 | 93.2289% | 18 | 93.9894% | 7 | 95.2529% | 8 | 96.5948% | 10 | 96.7960% | 11 | 96.7824% | 13 | |
dempjac | 90.9337% | 52 | 92.8998% | 45 | 93.7199% | 43 | 95.0602% | 22 | 96.4874% | 28 | 96.7074% | 27 | 96.7074% | 27 | |
dempper | 91.1622% | 44 | 93.0549% | 30 | 93.7847% | 23 | 95.1642% | 14 | 96.5539% | 17 | 96.7398% | 19 | 96.7364% | 20 | |
dempse | 90.7445% | 58 | 93.5545% | 11 | 93.9024% | 18 | 94.9800% | 45 | 96.2947% | 48 | 96.5539% | 49 | 96.4976% | 48 | |
dempfr | 92.1359% | 9 | 93.6910% | 6 | 93.9365% | 14 | 94.9477% | 52 | 96.2436% | 58 | 96.4874% | 55 | 96.4465% | 59 | |
dempm | 91.2441% | 41 | 92.6440% | 57 | 93.4778% | 61 | 94.6834% | 66 | 96.3834% | 33 | 96.6187% | 42 | 96.5181% | 43 | |
dempmc | 92.3746% | 5 | 93.9194% | 5 | 93.9894% | 7 | 94.9425% | 53 | 96.0645% | 66 | 96.2419% | 66 | 96.2350% | 66 | |
pprod | 91.0753% | 46 | 92.7395% | 53 | 93.8035% | 21 | 95.1045% | 19 | 96.5437% | 21 | 96.7346% | 21 | 96.8029% | 10 | |
bayes | 91.7795% | 19 | 93.2374% | 17 | 93.9126% | 16 | 95.0142% | 31 | 96.3220% | 38 | 96.6630% | 31 | 96.5658% | 35 | |
fi | 90.6763% | 60 | 92.6201% | 58 | 93.4011% | 64 | 94.7840% | 63 | 96.2708% | 50 | 96.5454% | 50 | 96.4567% | 56 | |
fic | 90.5722% | 62 | 92.4684% | 64 | 93.2868% | 66 | 94.7379% | 65 | 96.2981% | 47 | 96.5300% | 51 | 96.4703% | 55 | |
dtp1 | 91.8102% | 15 | 93.0601% | 26 | 93.6841% | 47 | 95.0005% | 37 | 96.2674% | 53 | 96.4755% | 56 | 96.4721% | 51 | |
dtp2 | 91.8630% | 13 | 93.1811% | 20 | 93.7438% | 34 | 94.9664% | 47 | 96.3067% | 45 | 96.6051% | 46 | 96.5386% | 39 | |
dtp3 | 91.6550% | 25 | 93.2613% | 14 | 93.8035% | 21 | 95.0176% | 30 | 96.3220% | 38 | 96.6340% | 35 | 96.5590% | 36 | |
dtp4 | 89.5679% | 74 | 91.1332% | 76 | 92.6576% | 76 | 93.8973% | 76 | 95.5018% | 73 | 95.8514% | 73 | 95.6962% | 72 | |
dti1 | 91.9671% | 11 | 93.3414% | 13 | 93.7523% | 32 | 95.0227% | 28 | 96.3101% | 41 | 96.6340% | 35 | 96.5505% | 38 | |
dti2 | 91.3157% | 37 | 92.4888% | 63 | 93.3465% | 65 | 94.9135% | 54 | 96.0816% | 64 | 96.2026% | 67 | 96.3356% | 64 | |
dti3 | 90.6763% | 60 | 92.6508% | 56 | 93.6569% | 52 | 94.9545% | 51 | 96.3663% | 35 | 96.6238% | 39 | 96.5778% | 33 | |
dti4 | 89.6088% | 73 | 91.7931% | 72 | 93.1845% | 69 | 94.2502% | 70 | 95.9724% | 69 | 96.1702% | 68 | 95.9673% | 69 | |
dti5 | 89.8612% | 71 | 91.6891% | 73 | 92.8503% | 73 | 93.9962% | 74 | 95.7542% | 71 | 96.1106% | 71 | 95.9162% | 71 | |
dtc | 89.9055% | 70 | 91.6891% | 73 | 92.8282% | 74 | 94.0081% | 73 | 95.7627% | 70 | 96.1191% | 70 | 95.9213% | 70 | |
dte | 91.6107% | 27 | 93.0549% | 30 | 93.7251% | 40 | 95.0056% | 34 | 96.3152% | 40 | 96.6647% | 30 | 96.4942% | 49 | |
dtmnk | 91.8630% | 13 | 93.1811% | 20 | 93.7438% | 34 | 94.9664% | 47 | 96.3067% | 45 | 96.6051% | 46 | 96.5386% | 39 | |
dtch | 89.5679% | 74 | 91.1332% | 76 | 92.6576% | 76 | 93.8973% | 76 | 95.5018% | 73 | 95.8514% | 73 | 95.6962% | 72 | |
dtcan | 91.3805% | 33 | 92.5025% | 62 | 92.7617% | 75 | 93.9859% | 75 | 94.7703% | 77 | 94.8726% | 76 | 95.0738% | 76 | |
dtas | 91.5476% | 29 | 92.9782% | 37 | 93.7660% | 26 | 95.0039% | 35 | 96.3084% | 43 | 96.6323% | 37 | 96.5147% | 44 | |
dtchi | 91.7266% | 22 | 93.0498% | 32 | 93.7012% | 45 | 95.0227% | 28 | 96.2657% | 57 | 96.4976% | 54 | 96.4362% | 61 | |
dtchi2 | 91.7386% | 21 | 93.1061% | 24 | 93.7268% | 37 | 95.0124% | 33 | 96.2708% | 50 | 96.5198% | 52 | 96.4533% | 57 | |
dtbc | 91.8102% | 15 | 93.0601% | 26 | 93.6841% | 47 | 95.0005% | 37 | 96.2674% | 53 | 96.4755% | 56 | 96.4721% | 51 | |
dthl | 91.6090% | 28 | 92.9305% | 42 | 93.7097% | 44 | 94.9886% | 44 | 96.2316% | 60 | 96.4482% | 62 | 96.4073% | 63 | |
dtchr | 91.5476% | 29 | 92.9782% | 37 | 93.7660% | 26 | 95.0039% | 35 | 96.3084% | 43 | 96.6323% | 37 | 96.5147% | 44 | |
dtchr2 | 91.6533% | 26 | 92.9816% | 36 | 93.7268% | 37 | 94.9783% | 46 | 96.2248% | 62 | 96.4755% | 56 | 96.4141% | 62 | |
dtjac | 91.8102% | 15 | 93.0601% | 26 | 93.6841% | 47 | 95.0005% | 37 | 96.2674% | 53 | 96.4755% | 56 | 96.4721% | 51 | |
dtper | 91.8102% | 15 | 93.0601% | 26 | 93.6841% | 47 | 95.0005% | 37 | 96.2674% | 53 | 96.4755% | 56 | 96.4721% | 51 | |
dtse | 91.7744% | 20 | 93.1709% | 22 | 93.6927% | 46 | 94.7925% | 62 | 96.0304% | 68 | 96.1600% | 69 | 96.1225% | 67 | |
dtfr | 92.1427% | 8 | 93.6790% | 8 | 93.9587% | 10 | 94.9067% | 55 | 96.2265% | 61 | 96.4755% | 56 | 96.4379% | 60 | |
dtm | 93.8325% | 2 | 94.4770% | 2 | 94.6612% | 3 | 95.7661% | 2 | 96.7432% | 4 | 96.9324% | 6 | 96.9717% | 3 | |
dtmc | 93.5256% | 4 | 94.2332% | 4 | 94.4907% | 4 | 94.9630% | 49 | 95.5359% | 72 | 95.9571% | 72 | 95.6604% | 75 | |
epw | 90.1767% | 68 | 92.5894% | 60 | 93.6807% | 51 | 94.9971% | 41 | 96.5488% | 18 | 96.7432% | 17 | 96.7159% | 25 | |
gc | 90.8706% | 55 | 92.9185% | 44 | 93.7234% | 41 | 95.2836% | 6 | 96.6255% | 7 | 96.8557% | 9 | 96.6596% | 28 | |
mgc | 91.6721% | 24 | 93.2442% | 16 | 93.9501% | 12 | 95.4370% | 5 | 96.6375% | 6 | 96.9069% | 8 | 96.7824% | 13 | |
ogc | 91.9159% | 12 | 93.5614% | 9 | 94.1906% | 5 | 95.5393% | 4 | 96.8216% | 2 | 97.0433% | 2 | 96.8898% | 5 | |
omgc | 91.2986% | 40 | 92.8009% | 49 | 93.5648% | 58 | 94.8181% | 61 | 96.6954% | 5 | 97.0058% | 3 | 96.9137% | 4 | |
mlr | 93.7711% | 3 | 94.4395% | 3 | 94.6697% | 2 | 95.7457% | 3 | 96.7585% | 3 | 96.9461% | 4 | 96.9768% | 2 | |
svmcmb | 97.4099% | 1 | 97.3638% | 1 | 97.3690% | 1 | 97.4764% | 1 | 97.7799% | 1 | 97.8225% | 1 | 97.7731% | 1 | |
joinedin | 92.8554% | 94.1019% | 94.3611% | 95.8446% | 97.1473% | 97.2735% | 96.3834% | ||||||||
oracle | 96.2384% | 96.8779% | 97.1439% | 97.8788% | 98.4722% | 98.6990% | 98.6495% | ||||||||
cdc | 0.668 | 0.6283 | 0.6768 | 0.7011 | 0.7361 | 0.767 | 0.7766 |