Табела SVMG123: | Резултати на комбинирањето на трите SVM класификатори со гаусов кернел за првото, второто и третото множество 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% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
vote | 88.5193% | 66 | 90.8280% | 68 | 91.8682% | 75 | 93.4608% | 69 | 95.2648% | 71 | 95.6945% | 67 | 95.5308% | 70 | |
borda | 89.1467% | 55 | 91.3822% | 53 | 92.3200% | 60 | 93.8802% | 59 | 95.4166% | 64 | 95.8650% | 56 | 95.7746% | 56 | |
bks | 90.4137% | 10 | 92.1256% | 14 | 92.9339% | 11 | 93.6603% | 67 | 95.4149% | 65 | 95.7047% | 66 | 95.4626% | 71 | |
bksv | 90.4273% | 9 | 92.2586% | 8 | 93.0549% | 6 | 93.7796% | 64 | 95.6007% | 53 | 95.9111% | 49 | 95.6399% | 65 | |
avg | 89.6549% | 32 | 91.7249% | 36 | 92.7105% | 28 | 94.1855% | 15 | 95.7320% | 28 | 96.0441% | 16 | 96.0901% | 8 | |
prod | 89.4758% | 43 | 91.3276% | 56 | 92.6269% | 45 | 94.1411% | 27 | 95.8394% | 21 | 95.9707% | 36 | 96.0168% | 30 | |
harm | 89.4230% | 46 | 91.1588% | 63 | 92.5229% | 57 | 94.0132% | 47 | 95.7320% | 28 | 95.8139% | 58 | 95.9145% | 48 | |
cprod | 88.1987% | 70 | 90.9559% | 66 | 92.5997% | 49 | 93.9518% | 53 | 95.8241% | 23 | 96.0048% | 24 | 95.8923% | 50 | |
maxmax | 87.7724% | 75 | 90.1562% | 77 | 92.1444% | 68 | 93.4250% | 70 | 95.4831% | 60 | 95.6911% | 68 | 95.3330% | 73 | |
minmax | 89.1058% | 56 | 90.6780% | 70 | 92.3047% | 62 | 93.7558% | 65 | 95.4933% | 59 | 95.5871% | 70 | 95.7320% | 60 | |
med | 89.1024% | 57 | 91.3958% | 52 | 92.1717% | 66 | 93.8103% | 63 | 95.5223% | 58 | 95.8735% | 54 | 95.8309% | 52 | |
davg | 89.6071% | 35 | 91.7062% | 39 | 92.6969% | 29 | 94.1735% | 19 | 95.6740% | 39 | 95.9929% | 27 | 96.0389% | 19 | |
demp | 89.5168% | 41 | 91.5459% | 46 | 92.6116% | 46 | 94.0542% | 44 | 95.6246% | 50 | 95.9827% | 32 | 96.0475% | 18 | |
dempp1 | 89.4281% | 45 | 91.8187% | 26 | 92.7565% | 22 | 94.1837% | 16 | 95.8821% | 9 | 95.9878% | 29 | 96.0031% | 35 | |
dempp2 | 89.4434% | 44 | 91.7215% | 37 | 92.7787% | 20 | 94.1735% | 19 | 95.8446% | 18 | 96.0713% | 10 | 95.9912% | 38 | |
dempp3 | 88.6250% | 63 | 91.4009% | 51 | 92.7480% | 23 | 94.1513% | 25 | 95.8787% | 11 | 96.1003% | 5 | 96.0372% | 22 | |
dempp4 | 88.9472% | 60 | 91.5970% | 45 | 92.8452% | 17 | 94.1667% | 21 | 95.9179% | 5 | 96.0748% | 9 | 96.0986% | 6 | |
dempi1 | 89.6293% | 33 | 91.9551% | 19 | 92.8588% | 16 | 94.3082% | 6 | 95.9128% | 6 | 96.0594% | 14 | 96.0628% | 13 | |
dempi2 | 89.0871% | 58 | 91.4180% | 50 | 92.6031% | 47 | 93.9911% | 49 | 95.7559% | 27 | 95.9008% | 50 | 95.8105% | 55 | |
dempi3 | 85.2761% | 77 | 90.3301% | 73 | 92.3644% | 59 | 93.9024% | 57 | 95.8446% | 18 | 95.9741% | 35 | 95.8292% | 53 | |
dempi4 | 88.3385% | 68 | 90.9849% | 65 | 92.5383% | 56 | 93.9075% | 56 | 95.7320% | 28 | 95.9383% | 42 | 95.8343% | 51 | |
dempi5 | 87.7946% | 74 | 90.6865% | 69 | 92.3797% | 58 | 93.8188% | 62 | 95.7235% | 31 | 95.8821% | 52 | 95.7354% | 58 | |
dempc | 88.4783% | 67 | 91.4726% | 49 | 92.5860% | 50 | 94.2008% | 13 | 95.9196% | 4 | 95.9929% | 27 | 96.0236% | 29 | |
dempmnk | 89.3667% | 50 | 91.6567% | 42 | 92.7395% | 25 | 94.1275% | 28 | 95.8446% | 18 | 96.0407% | 19 | 95.9605% | 43 | |
dempch | 88.8722% | 61 | 91.4998% | 47 | 92.6883% | 30 | 94.0780% | 36 | 95.8633% | 15 | 96.0441% | 16 | 96.0253% | 28 | |
dempcan | 89.9158% | 26 | 91.2202% | 59 | 91.4794% | 76 | 92.8759% | 76 | 94.0593% | 76 | 94.0797% | 77 | 94.1957% | 77 | |
dempas | 90.4137% | 10 | 92.1427% | 13 | 92.5519% | 55 | 93.9894% | 50 | 95.6434% | 48 | 96.0918% | 6 | 95.9264% | 46 | |
dempchi | 89.4059% | 47 | 91.8716% | 24 | 92.7753% | 21 | 94.1889% | 14 | 95.8633% | 15 | 95.9878% | 29 | 96.0100% | 33 | |
dempchi2 | 89.5679% | 38 | 91.8818% | 22 | 92.9100% | 12 | 94.2520% | 9 | 95.8770% | 12 | 96.0662% | 11 | 96.0526% | 15 | |
dempbc | 89.3769% | 49 | 91.7778% | 30 | 92.7463% | 24 | 94.1667% | 21 | 95.8616% | 17 | 95.9588% | 39 | 96.0014% | 36 | |
demphl | 89.5730% | 36 | 92.0029% | 17 | 92.9100% | 12 | 94.2468% | 10 | 95.8650% | 14 | 96.0475% | 15 | 96.0782% | 10 | |
dempchr | 90.4410% | 8 | 92.2041% | 10 | 92.6014% | 48 | 94.0064% | 48 | 95.6434% | 48 | 96.0867% | 7 | 95.9162% | 47 | |
dempchr2 | 89.6208% | 34 | 92.0063% | 16 | 92.9492% | 9 | 94.2724% | 8 | 95.8821% | 9 | 96.0645% | 12 | 96.0509% | 16 | |
dempjac | 89.2542% | 52 | 91.6516% | 43 | 92.6593% | 34 | 94.1224% | 30 | 95.8173% | 26 | 95.9639% | 38 | 95.9656% | 41 | |
dempper | 89.4895% | 42 | 91.8801% | 23 | 92.7821% | 19 | 94.2247% | 11 | 95.8770% | 12 | 95.9946% | 26 | 96.0151% | 31 | |
dempse | 87.7434% | 76 | 92.2262% | 9 | 92.8878% | 15 | 94.0235% | 45 | 95.5291% | 57 | 95.8292% | 57 | 95.7661% | 57 | |
dempfr | 90.6132% | 6 | 92.3899% | 6 | 92.9390% | 10 | 94.0183% | 46 | 95.4421% | 62 | 95.7746% | 60 | 95.7354% | 58 | |
dempm | 89.5730% | 36 | 91.1980% | 61 | 92.1683% | 67 | 93.4744% | 68 | 95.4694% | 61 | 95.7320% | 65 | 95.5564% | 69 | |
dempmc | 91.0241% | 5 | 92.7224% | 5 | 93.0413% | 7 | 93.9126% | 55 | 95.2443% | 72 | 95.4319% | 74 | 95.3586% | 72 | |
pprod | 89.5611% | 39 | 91.4743% | 48 | 92.7173% | 27 | 94.1531% | 24 | 95.8360% | 22 | 95.9861% | 31 | 96.0492% | 17 | |
bayes | 89.2542% | 52 | 91.3668% | 54 | 92.3098% | 61 | 93.7506% | 66 | 95.3450% | 66 | 95.7764% | 59 | 95.6911% | 62 | |
fi | 89.0120% | 59 | 91.2321% | 58 | 92.2961% | 63 | 93.8461% | 60 | 95.5990% | 54 | 95.9469% | 40 | 95.8258% | 54 | |
fic | 88.8364% | 62 | 91.0088% | 64 | 92.1444% | 68 | 93.8206% | 61 | 95.6144% | 52 | 95.9707% | 36 | 95.8991% | 49 | |
dtp1 | 90.1767% | 16 | 91.7607% | 32 | 92.5553% | 51 | 94.0678% | 40 | 95.6689% | 40 | 95.9213% | 44 | 96.0270% | 23 | |
dtp2 | 90.2414% | 12 | 91.9142% | 20 | 92.6559% | 38 | 94.0712% | 38 | 95.6655% | 45 | 95.9827% | 32 | 96.0389% | 19 | |
dtp3 | 90.0249% | 23 | 91.9722% | 18 | 92.8367% | 18 | 94.2127% | 12 | 95.6860% | 37 | 96.0407% | 19 | 96.0611% | 14 | |
dtp4 | 87.9276% | 72 | 90.2210% | 75 | 91.8716% | 73 | 93.3414% | 74 | 95.1301% | 73 | 95.5462% | 72 | 95.6263% | 67 | |
dti1 | 90.2227% | 14 | 92.0694% | 15 | 92.7378% | 26 | 94.1036% | 32 | 95.6843% | 38 | 95.9963% | 25 | 96.0270% | 23 | |
dti2 | 89.7981% | 31 | 91.2083% | 60 | 92.2143% | 65 | 93.9791% | 51 | 95.5530% | 56 | 95.7610% | 63 | 95.9639% | 42 | |
dti3 | 89.2269% | 54 | 91.3651% | 55 | 92.6491% | 42 | 94.1565% | 23 | 95.6962% | 36 | 96.0441% | 16 | 96.0952% | 7 | |
dti4 | 88.0742% | 71 | 90.3131% | 74 | 92.1359% | 70 | 93.3874% | 72 | 95.3330% | 67 | 95.5854% | 71 | 95.3057% | 74 | |
dti5 | 88.5568% | 65 | 90.5552% | 71 | 91.9688% | 71 | 93.3874% | 72 | 95.2836% | 70 | 95.7644% | 62 | 95.6655% | 63 | |
dtc | 88.5721% | 64 | 90.5450% | 72 | 91.9517% | 72 | 93.3943% | 71 | 95.2887% | 69 | 95.7712% | 61 | 95.6655% | 63 | |
dte | 89.8135% | 30 | 91.7846% | 29 | 92.6815% | 32 | 94.0968% | 34 | 95.6979% | 35 | 96.0134% | 23 | 96.0867% | 9 | |
dtmnk | 90.2414% | 12 | 91.9142% | 20 | 92.6559% | 38 | 94.0712% | 38 | 95.6655% | 45 | 95.9827% | 32 | 96.0389% | 19 | |
dtch | 87.9276% | 72 | 90.2210% | 75 | 91.8716% | 73 | 93.3414% | 74 | 95.1301% | 73 | 95.5462% | 72 | 95.6263% | 67 | |
dtcan | 89.3838% | 48 | 90.8604% | 67 | 91.1793% | 77 | 92.5843% | 77 | 93.7779% | 77 | 94.1172% | 76 | 94.2792% | 76 | |
dtas | 89.8237% | 28 | 91.7028% | 40 | 92.6593% | 34 | 94.1752% | 17 | 95.7235% | 31 | 96.0151% | 21 | 96.0730% | 11 | |
dtchi | 90.0334% | 22 | 91.7931% | 28 | 92.6491% | 42 | 94.1479% | 26 | 95.6689% | 40 | 95.8923% | 51 | 95.9861% | 39 | |
dtchi2 | 90.0471% | 21 | 91.8426% | 25 | 92.6832% | 31 | 94.1224% | 30 | 95.6553% | 47 | 95.9145% | 48 | 96.0100% | 33 | |
dtbc | 90.1767% | 16 | 91.7607% | 32 | 92.5553% | 51 | 94.0678% | 40 | 95.6689% | 40 | 95.9213% | 44 | 96.0270% | 23 | |
dthl | 89.9294% | 25 | 91.7164% | 38 | 92.6321% | 44 | 94.1258% | 29 | 95.6212% | 51 | 95.8770% | 53 | 95.9503% | 44 | |
dtchr | 89.8237% | 28 | 91.7028% | 40 | 92.6593% | 34 | 94.1752% | 17 | 95.7235% | 31 | 96.0151% | 21 | 96.0730% | 11 | |
dtchr2 | 89.9499% | 24 | 91.7624% | 31 | 92.6781% | 33 | 94.1002% | 33 | 95.5956% | 55 | 95.8701% | 55 | 95.9435% | 45 | |
dtjac | 90.1767% | 16 | 91.7607% | 32 | 92.5553% | 51 | 94.0678% | 40 | 95.6689% | 40 | 95.9213% | 44 | 96.0270% | 23 | |
dtper | 90.1767% | 16 | 91.7607% | 32 | 92.5553% | 51 | 94.0678% | 40 | 95.6689% | 40 | 95.9213% | 44 | 96.0270% | 23 | |
dtse | 90.0795% | 20 | 91.8187% | 26 | 92.6559% | 38 | 93.9263% | 54 | 95.3023% | 68 | 95.5888% | 69 | 95.6348% | 66 | |
dtfr | 90.5774% | 7 | 92.3661% | 7 | 92.9066% | 14 | 93.9791% | 51 | 95.4183% | 63 | 95.7423% | 64 | 95.7081% | 61 | |
dtm | 91.6363% | 4 | 92.8657% | 4 | 93.2374% | 4 | 94.3474% | 5 | 95.8207% | 25 | 95.9469% | 40 | 95.9793% | 40 | |
dtmc | 91.7676% | 2 | 93.0208% | 2 | 93.4744% | 2 | 93.8956% | 58 | 94.6066% | 75 | 95.1386% | 75 | 94.7771% | 75 | |
epw | 88.3317% | 69 | 91.1776% | 62 | 92.6525% | 41 | 94.0968% | 34 | 95.8889% | 7 | 96.0628% | 13 | 95.9980% | 37 | |
gc | 89.2644% | 51 | 91.2526% | 57 | 92.2672% | 64 | 94.0746% | 37 | 95.7064% | 34 | 96.1157% | 4 | 96.2163% | 4 | |
mgc | 89.5560% | 40 | 91.6175% | 44 | 92.6593% | 34 | 94.2826% | 7 | 95.8889% | 7 | 96.0782% | 8 | 96.1583% | 5 | |
ogc | 89.8356% | 27 | 92.1717% | 12 | 93.0106% | 8 | 94.4156% | 4 | 96.0526% | 3 | 96.3851% | 2 | 96.2470% | 3 | |
omgc | 90.1818% | 15 | 92.1785% | 11 | 93.1487% | 5 | 94.6527% | 2 | 96.0628% | 2 | 96.3612% | 3 | 96.3152% | 2 | |
mlr | 91.6993% | 3 | 92.9032% | 3 | 93.3499% | 3 | 94.4208% | 3 | 95.8241% | 23 | 95.9298% | 43 | 96.0117% | 32 | |
svmcmb | 96.5522% | 1 | 96.5982% | 1 | 96.5692% | 1 | 96.6119% | 1 | 97.0637% | 1 | 97.1831% | 1 | 97.2019% | 1 | |
joinedin | 90.1323% | 92.1035% | 92.8009% | 94.3798% | 96.1413% | 96.4431% | 96.2521% | ||||||||
oracle | 94.3491% | 95.4268% | 95.9128% | 96.8642% | 97.7833% | 98.1073% | 98.0527% | ||||||||
cdc | 0.4633 | 0.4599 | 0.6104 | 0.5749 | 0.6359 | 0.6759 | 0.6831 |