Табела SVMG12: | Резултати на комбинирањето на двата SVM класификатори со гаусов кернел за првото и второто 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% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
- | - | - | - | - | - | - | - | ||||||||
vote | 86.2071% | 75 | 87.9992% | 77 | 89.9618% | 75 | 91.5118% | 75 | 93.4284% | 74 | 94.0934% | 74 | 93.9126% | 74 | |
borda | 87.2694% | 70 | 89.5679% | 68 | 91.4078% | 71 | 92.7241% | 68 | 94.3901% | 70 | 94.9084% | 69 | 94.7004% | 69 | |
bks | 88.7597% | 31 | 91.0054% | 12 | 92.2552% | 14 | 93.2817% | 45 | 94.6083% | 65 | 95.2938% | 40 | 95.0517% | 54 | |
bksv | 88.7614% | 30 | 91.0054% | 12 | 92.2586% | 13 | 93.2817% | 45 | 94.6083% | 65 | 95.3040% | 37 | 95.0534% | 53 | |
avg | 88.5602% | 42 | 90.7104% | 33 | 92.1734% | 21 | 93.5580% | 14 | 95.1165% | 19 | 95.4967% | 6 | 95.4524% | 14 | |
prod | 88.4340% | 49 | 89.8322% | 63 | 91.9671% | 48 | 93.3909% | 37 | 95.1148% | 23 | 95.2188% | 55 | 95.0824% | 49 | |
harm | 88.4289% | 50 | 89.6174% | 67 | 91.9108% | 52 | 93.2527% | 50 | 94.9732% | 47 | 95.0841% | 64 | 94.9971% | 59 | |
cprod | 87.3632% | 69 | 89.6464% | 66 | 91.8579% | 55 | 93.0754% | 57 | 95.0704% | 29 | 95.2273% | 53 | 94.8982% | 62 | |
maxmax | 86.1934% | 76 | 89.0717% | 74 | 91.4112% | 70 | 92.5553% | 71 | 94.8010% | 57 | 95.0244% | 66 | 94.4497% | 70 | |
minmax | 88.2550% | 55 | 89.2525% | 70 | 91.6175% | 63 | 93.0635% | 58 | 94.6765% | 63 | 94.9016% | 70 | 94.8249% | 63 | |
med | 88.5602% | 42 | 90.7104% | 33 | 92.1734% | 21 | 93.5580% | 14 | 95.1165% | 19 | 95.4967% | 6 | 95.4524% | 14 | |
davg | 88.5193% | 44 | 90.6507% | 36 | 92.1768% | 20 | 93.5852% | 8 | 95.0875% | 28 | 95.4899% | 10 | 95.4660% | 10 | |
demp | 88.4851% | 47 | 90.7803% | 28 | 92.1256% | 31 | 93.5290% | 20 | 95.1182% | 17 | 95.5121% | 4 | 95.5155% | 4 | |
dempp1 | 88.9285% | 25 | 90.5961% | 38 | 92.2109% | 17 | 93.4164% | 35 | 95.1165% | 19 | 95.2495% | 52 | 95.1045% | 44 | |
dempp2 | 88.6795% | 35 | 90.5245% | 40 | 92.2194% | 16 | 93.4522% | 31 | 95.1284% | 15 | 95.3279% | 30 | 95.1949% | 32 | |
dempp3 | 88.1407% | 57 | 90.0914% | 53 | 92.1700% | 25 | 93.4880% | 29 | 95.1472% | 10 | 95.4012% | 20 | 95.2375% | 28 | |
dempp4 | 88.3965% | 51 | 90.1988% | 49 | 92.3064% | 9 | 93.4130% | 36 | 95.1778% | 4 | 95.3160% | 34 | 95.1472% | 41 | |
dempi1 | 89.0666% | 14 | 90.7871% | 27 | 92.3234% | 7 | 93.6432% | 4 | 95.1540% | 8 | 95.3398% | 29 | 95.3211% | 25 | |
dempi2 | 88.2618% | 54 | 90.1749% | 50 | 91.9568% | 49 | 93.1095% | 54 | 95.0244% | 45 | 95.1182% | 60 | 94.7413% | 66 | |
dempi3 | 86.0775% | 77 | 88.6147% | 76 | 91.6857% | 60 | 93.0174% | 59 | 95.1454% | 12 | 95.1796% | 57 | 94.7669% | 65 | |
dempi4 | 87.4979% | 67 | 89.6856% | 65 | 91.7931% | 57 | 92.9322% | 60 | 94.8675% | 54 | 95.0875% | 63 | 94.7140% | 68 | |
dempi5 | 86.9522% | 73 | 89.3974% | 69 | 91.5732% | 65 | 92.9185% | 61 | 94.8914% | 53 | 95.1062% | 61 | 94.7192% | 67 | |
dempc | 88.4579% | 48 | 89.9874% | 57 | 91.9807% | 47 | 93.3687% | 39 | 95.1744% | 5 | 95.2580% | 49 | 95.0960% | 46 | |
dempmnk | 88.6454% | 37 | 90.4989% | 41 | 92.2024% | 18 | 93.4403% | 33 | 95.1199% | 16 | 95.2972% | 38 | 95.1489% | 39 | |
dempch | 88.3880% | 52 | 90.1119% | 52 | 92.1734% | 21 | 93.3789% | 38 | 95.1165% | 19 | 95.2665% | 45 | 95.1045% | 44 | |
dempcan | 87.7724% | 64 | 89.2098% | 71 | 89.4537% | 76 | 90.1391% | 77 | 91.4009% | 76 | 92.6014% | 77 | 91.6670% | 77 | |
dempas | 88.7068% | 34 | 90.3165% | 46 | 90.9508% | 73 | 92.6559% | 70 | 94.4122% | 68 | 95.3194% | 32 | 95.1591% | 37 | |
dempchi | 89.1161% | 13 | 90.7547% | 30 | 92.3013% | 10 | 93.5153% | 23 | 95.1352% | 14 | 95.2512% | 51 | 95.1420% | 42 | |
dempchi2 | 88.9643% | 18 | 90.7752% | 29 | 92.3712% | 5 | 93.5750% | 10 | 95.1608% | 7 | 95.3552% | 26 | 95.2324% | 30 | |
dempbc | 88.9455% | 20 | 90.5791% | 39 | 92.1717% | 24 | 93.4352% | 34 | 95.1182% | 17 | 95.2563% | 50 | 95.0892% | 48 | |
demphl | 89.2354% | 8 | 90.9406% | 17 | 92.4087% | 3 | 93.5801% | 9 | 95.1472% | 10 | 95.3177% | 33 | 95.2085% | 31 | |
dempchr | 88.7460% | 33 | 90.3847% | 44 | 91.0872% | 72 | 92.7020% | 69 | 94.3969% | 69 | 95.3279% | 30 | 95.1489% | 39 | |
dempchr2 | 89.1399% | 12 | 90.8775% | 25 | 92.4445% | 2 | 93.6159% | 5 | 95.1523% | 9 | 95.3535% | 27 | 95.2375% | 28 | |
dempjac | 88.7529% | 32 | 90.4938% | 42 | 92.1376% | 29 | 93.3602% | 40 | 95.0704% | 29 | 95.2273% | 53 | 95.0363% | 56 | |
dempper | 88.9558% | 19 | 90.6217% | 37 | 92.2007% | 19 | 93.4471% | 32 | 95.1386% | 13 | 95.2597% | 46 | 95.0960% | 46 | |
dempse | 89.5134% | 6 | 91.3020% | 6 | 92.3098% | 8 | 93.2834% | 43 | 94.7447% | 59 | 95.1574% | 58 | 95.0755% | 50 | |
dempfr | 89.6481% | 4 | 91.4487% | 3 | 92.3950% | 4 | 93.3056% | 41 | 94.7140% | 60 | 95.1540% | 59 | 95.0414% | 55 | |
dempm | 87.8031% | 63 | 88.8824% | 75 | 90.8110% | 74 | 92.2569% | 74 | 94.1207% | 72 | 94.3406% | 73 | 94.2656% | 73 | |
dempmc | 89.8629% | 3 | 91.5493% | 2 | 92.0523% | 41 | 92.8026% | 66 | 94.0968% | 73 | 94.4804% | 72 | 94.3202% | 71 | |
pprod | 88.5960% | 41 | 90.0419% | 54 | 92.1052% | 36 | 93.4863% | 30 | 95.1079% | 24 | 95.2597% | 46 | 95.1864% | 33 | |
bayes | 88.6659% | 36 | 90.2960% | 47 | 91.7539% | 59 | 92.8998% | 64 | 94.3645% | 71 | 95.2000% | 56 | 94.7805% | 64 | |
fi | 88.1015% | 59 | 90.3574% | 45 | 91.7641% | 58 | 93.2681% | 48 | 94.9971% | 46 | 95.3415% | 28 | 95.1796% | 34 | |
fic | 87.9105% | 61 | 89.8663% | 62 | 91.5800% | 64 | 93.1862% | 53 | 94.9459% | 50 | 95.2853% | 42 | 95.0619% | 52 | |
dtp1 | 88.9387% | 21 | 90.9099% | 19 | 92.0796% | 37 | 93.4915% | 25 | 95.0363% | 40 | 95.3773% | 21 | 95.4029% | 20 | |
dtp2 | 89.0206% | 15 | 91.0804% | 8 | 92.1444% | 26 | 93.5273% | 21 | 95.0551% | 33 | 95.4404% | 13 | 95.4251% | 18 | |
dtp3 | 88.9865% | 17 | 91.0684% | 10 | 92.2893% | 12 | 93.5733% | 11 | 95.0397% | 39 | 95.5052% | 5 | 95.4575% | 12 | |
dtp4 | 87.2080% | 71 | 89.8714% | 60 | 91.6311% | 61 | 93.1044% | 55 | 94.9204% | 51 | 95.3126% | 35 | 95.3074% | 26 | |
dti1 | 89.1808% | 9 | 91.2782% | 7 | 92.2416% | 15 | 93.5545% | 16 | 95.0585% | 31 | 95.4387% | 16 | 95.4473% | 16 | |
dti2 | 88.1646% | 56 | 90.2551% | 48 | 91.5732% | 65 | 93.2613% | 49 | 94.9596% | 49 | 95.3654% | 25 | 95.3739% | 24 | |
dti3 | 88.1220% | 58 | 90.1170% | 51 | 92.0182% | 43 | 93.5017% | 24 | 95.0466% | 38 | 95.4711% | 12 | 95.5018% | 7 | |
dti4 | 86.5311% | 74 | 89.0990% | 72 | 91.4146% | 69 | 92.3933% | 73 | 94.5793% | 67 | 94.7959% | 71 | 94.2912% | 72 | |
dti5 | 87.6769% | 66 | 89.9328% | 59 | 91.5288% | 67 | 92.9032% | 63 | 94.8164% | 56 | 95.2750% | 44 | 95.1608% | 35 | |
dtc | 87.6991% | 65 | 89.9362% | 58 | 91.5220% | 68 | 92.9185% | 61 | 94.8232% | 55 | 95.2819% | 43 | 95.1608% | 35 | |
dte | 88.5994% | 40 | 90.8536% | 26 | 92.1393% | 28 | 93.5511% | 17 | 95.0994% | 25 | 95.4848% | 11 | 95.4967% | 8 | |
dtmnk | 89.0206% | 15 | 91.0804% | 8 | 92.1444% | 26 | 93.5273% | 21 | 95.0551% | 33 | 95.4404% | 13 | 95.4251% | 18 | |
dtch | 87.2080% | 71 | 89.8714% | 60 | 91.6311% | 61 | 93.1044% | 55 | 94.9204% | 51 | 95.3126% | 35 | 95.3074% | 26 | |
dtcan | 87.4177% | 68 | 89.0939% | 73 | 89.3497% | 77 | 90.1681% | 76 | 91.3890% | 77 | 92.7395% | 76 | 92.0233% | 76 | |
dtas | 88.6062% | 38 | 90.7257% | 31 | 92.1222% | 32 | 93.5904% | 6 | 95.0943% | 26 | 95.4916% | 8 | 95.5104% | 5 | |
dtchi | 88.7784% | 28 | 90.8894% | 23 | 92.0455% | 42 | 93.5511% | 17 | 95.0585% | 31 | 95.4132% | 18 | 95.4421% | 17 | |
dtchi2 | 88.8381% | 26 | 90.9815% | 16 | 92.1103% | 34 | 93.5733% | 11 | 95.0500% | 37 | 95.4404% | 13 | 95.4575% | 12 | |
dtbc | 88.9387% | 21 | 90.9099% | 19 | 92.0796% | 37 | 93.4915% | 25 | 95.0363% | 40 | 95.3773% | 21 | 95.4029% | 20 | |
dthl | 88.7648% | 29 | 90.8809% | 24 | 91.9943% | 46 | 93.5392% | 19 | 95.0517% | 36 | 95.4080% | 19 | 95.4626% | 11 | |
dtchr | 88.6062% | 38 | 90.7257% | 31 | 92.1222% | 32 | 93.5904% | 6 | 95.0943% | 26 | 95.4916% | 8 | 95.5104% | 5 | |
dtchr2 | 88.8006% | 27 | 90.9320% | 18 | 92.1086% | 35 | 93.5614% | 13 | 95.0346% | 44 | 95.4149% | 17 | 95.4780% | 9 | |
dtjac | 88.9387% | 21 | 90.9099% | 19 | 92.0796% | 37 | 93.4915% | 25 | 95.0363% | 40 | 95.3773% | 21 | 95.4029% | 20 | |
dtper | 88.9387% | 21 | 90.9099% | 19 | 92.0796% | 37 | 93.4915% | 25 | 95.0363% | 40 | 95.3773% | 21 | 95.4029% | 20 | |
dtse | 89.1740% | 10 | 90.9968% | 15 | 91.9551% | 50 | 93.2101% | 52 | 94.6424% | 64 | 95.0176% | 67 | 94.9732% | 61 | |
dtfr | 89.6464% | 5 | 91.4061% | 4 | 92.3490% | 6 | 93.2766% | 47 | 94.6987% | 62 | 95.0977% | 62 | 95.0176% | 58 | |
dtm | 89.1604% | 11 | 90.4802% | 43 | 91.9040% | 53 | 92.7872% | 67 | 94.7089% | 61 | 94.9886% | 68 | 94.9937% | 60 | |
dtmc | 89.9703% | 2 | 91.3788% | 5 | 92.1290% | 30 | 92.4957% | 72 | 93.4062% | 75 | 93.9058% | 75 | 93.7182% | 75 | |
epw | 87.8747% | 62 | 89.7964% | 64 | 91.9960% | 45 | 93.3056% | 41 | 95.1744% | 5 | 95.2972% | 38 | 95.0312% | 57 | |
gc | 87.9514% | 60 | 90.0078% | 55 | 91.9244% | 51 | 93.2169% | 51 | 95.0551% | 33 | 95.2904% | 41 | 95.1506% | 38 | |
mgc | 88.2891% | 53 | 89.9891% | 56 | 91.8920% | 54 | 93.2834% | 43 | 94.9681% | 48 | 95.2597% | 46 | 95.1165% | 43 | |
ogc | 88.4988% | 45 | 91.0019% | 14 | 92.2910% | 11 | 93.8632% | 2 | 95.3108% | 2 | 95.6723% | 2 | 95.5410% | 2 | |
omgc | 88.4869% | 46 | 91.0258% | 11 | 92.0148% | 44 | 93.7711% | 3 | 95.2461% | 3 | 95.5155% | 3 | 95.5240% | 3 | |
mlr | 89.3906% | 7 | 90.6831% | 35 | 91.8272% | 56 | 92.8435% | 65 | 94.7720% | 58 | 95.0619% | 65 | 95.0704% | 51 | |
svmcmb | 95.7559% | 1 | 95.8957% | 1 | 95.7883% | 1 | 95.9844% | 1 | 96.5778% | 1 | 96.6562% | 1 | 96.4925% | 1 | |
joinedin | 89.2866% | 91.4947% | 92.9560% | 94.1121% | 95.6655% | 95.8889% | 95.8446% | ||||||||
oracle | 91.9960% | 93.5699% | 94.4208% | 95.5956% | 96.7585% | 97.1081% | 96.9921% | ||||||||
cdc | 0.9016 | 0.9047 | 0.9314 | 0.9302 | 0.9405 | 0.9434 | 0.9408 |