Табела SVMG134: | Резултати на комбинирањето на трите SVM класификатори со гаусов кернел за првото, третото и четвртото множество обележја | ||||||||||||||
1000 | R | 2000 | R | 5000 | R | 10000 | R | 30000 | R | сите | R | без.опт | R | ||
FS1 | 86.1576% | 86.1576% | 88.5107% | 89.7998% | 91.9824% | 92.7719% | 92.6986% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
FS3 | 89.6003% | 89.6003% | 90.3557% | 92.4087% | 94.7840% | 95.1454% | 95.0107% | ||||||||
FS4 | 91.5203% | 91.5203% | 92.4240% | 94.1002% | 95.7133% | 96.1003% | 96.0765% | ||||||||
vote | 89.6992% | 70 | 91.5783% | 70 | 92.3814% | 74 | 93.8308% | 71 | 95.6570% | 68 | 95.9912% | 67 | 95.9162% | 63 | |
borda | 90.7394% | 50 | 92.2228% | 56 | 92.9356% | 63 | 94.2588% | 68 | 96.0168% | 41 | 96.3186% | 38 | 96.2947% | 38 | |
bks | 91.6721% | 18 | 92.9134% | 17 | 93.4028% | 20 | 94.2281% | 70 | 95.6263% | 69 | 96.0117% | 66 | 95.9503% | 62 | |
bksv | 91.8102% | 13 | 93.0566% | 12 | 93.6279% | 9 | 94.4395% | 60 | 95.8804% | 55 | 96.1992% | 53 | 96.1566% | 46 | |
avg | 91.2918% | 34 | 92.5195% | 37 | 93.2391% | 37 | 94.5657% | 39 | 96.0083% | 43 | 96.3169% | 39 | 96.1805% | 43 | |
prod | 90.3438% | 60 | 92.2296% | 55 | 93.2255% | 42 | 94.8351% | 26 | 96.3783% | 18 | 96.6051% | 18 | 96.6323% | 13 | |
harm | 90.1119% | 65 | 92.0387% | 63 | 93.1231% | 54 | 94.6680% | 36 | 96.2606% | 29 | 96.5181% | 26 | 96.5710% | 22 | |
cprod | 89.9226% | 67 | 92.0012% | 64 | 93.1726% | 53 | 94.7516% | 30 | 96.3305% | 25 | 96.5010% | 29 | 96.4738% | 30 | |
maxmax | 89.0785% | 76 | 91.1247% | 75 | 92.7293% | 70 | 94.2844% | 67 | 95.9929% | 46 | 96.0628% | 63 | 95.8753% | 67 | |
minmax | 89.6464% | 72 | 91.6346% | 69 | 92.7821% | 67 | 94.3491% | 64 | 96.0850% | 34 | 96.3629% | 34 | 96.4158% | 33 | |
med | 90.3284% | 61 | 92.2041% | 60 | 92.7855% | 66 | 94.3406% | 65 | 96.0185% | 40 | 96.2896% | 43 | 96.2691% | 41 | |
davg | 91.2560% | 35 | 92.4462% | 41 | 93.2169% | 43 | 94.5026% | 55 | 95.9366% | 48 | 96.2265% | 48 | 96.0816% | 51 | |
demp | 91.2458% | 36 | 92.2706% | 54 | 93.1231% | 54 | 94.3935% | 62 | 95.8275% | 62 | 96.1430% | 55 | 95.9059% | 65 | |
dempp1 | 91.0309% | 41 | 92.7958% | 24 | 93.3636% | 23 | 94.9459% | 14 | 96.3697% | 21 | 96.5880% | 21 | 96.5590% | 24 | |
dempp2 | 90.9747% | 44 | 92.6866% | 30 | 93.3738% | 21 | 94.8982% | 19 | 96.3322% | 24 | 96.6136% | 16 | 96.5607% | 23 | |
dempp3 | 90.3455% | 59 | 92.3268% | 52 | 93.3107% | 28 | 94.8726% | 23 | 96.3732% | 19 | 96.6085% | 17 | 96.5846% | 18 | |
dempp4 | 90.9218% | 46 | 92.7054% | 28 | 93.4454% | 18 | 95.0568% | 9 | 96.5079% | 6 | 96.7057% | 9 | 96.7176% | 8 | |
dempi1 | 91.1759% | 38 | 92.9612% | 14 | 93.4522% | 16 | 94.9937% | 13 | 96.4073% | 11 | 96.6323% | 13 | 96.5812% | 19 | |
dempi2 | 90.6933% | 53 | 92.3627% | 49 | 93.2391% | 37 | 94.7976% | 27 | 96.2453% | 30 | 96.4618% | 30 | 96.4823% | 29 | |
dempi3 | 88.7750% | 77 | 91.3856% | 71 | 93.0021% | 59 | 94.6868% | 35 | 96.3646% | 22 | 96.5062% | 27 | 96.4738% | 30 | |
dempi4 | 90.1016% | 66 | 91.9312% | 65 | 93.1078% | 57 | 94.6902% | 34 | 96.1958% | 31 | 96.4175% | 32 | 96.3766% | 34 | |
dempi5 | 89.6515% | 71 | 91.6789% | 67 | 92.9680% | 61 | 94.5896% | 37 | 96.1685% | 32 | 96.3510% | 35 | 96.3220% | 36 | |
dempc | 90.3165% | 62 | 92.4002% | 45 | 93.3090% | 29 | 94.9306% | 17 | 96.4090% | 10 | 96.6033% | 19 | 96.6323% | 13 | |
dempmnk | 90.8894% | 47 | 92.6184% | 31 | 93.3380% | 24 | 94.8914% | 20 | 96.2896% | 27 | 96.5420% | 25 | 96.5164% | 28 | |
dempch | 90.7121% | 51 | 92.4394% | 42 | 93.2476% | 36 | 94.8897% | 21 | 96.3987% | 14 | 96.6289% | 14 | 96.6306% | 15 | |
dempcan | 91.0326% | 40 | 92.3609% | 50 | 92.6866% | 71 | 93.6262% | 74 | 94.4429% | 76 | 94.2366% | 77 | 94.4958% | 77 | |
dempas | 92.1308% | 8 | 93.3840% | 10 | 93.7506% | 6 | 95.0977% | 7 | 96.4038% | 13 | 96.7739% | 6 | 96.8216% | 4 | |
dempchi | 91.0139% | 42 | 92.7975% | 23 | 93.3141% | 25 | 94.9442% | 15 | 96.3442% | 23 | 96.5812% | 22 | 96.5999% | 17 | |
dempchi2 | 91.2032% | 37 | 92.8623% | 21 | 93.4471% | 17 | 94.9971% | 12 | 96.3936% | 15 | 96.6409% | 12 | 96.6289% | 16 | |
dempbc | 90.9764% | 43 | 92.7224% | 27 | 93.3141% | 25 | 94.9050% | 18 | 96.3254% | 26 | 96.5658% | 24 | 96.5522% | 26 | |
demphl | 91.3089% | 33 | 92.9271% | 16 | 93.4932% | 15 | 95.0107% | 11 | 96.3800% | 17 | 96.6477% | 11 | 96.6681% | 11 | |
dempchr | 92.1734% | 7 | 93.4028% | 8 | 93.7370% | 7 | 95.0738% | 8 | 96.4141% | 9 | 96.7619% | 7 | 96.7722% | 6 | |
dempchr2 | 91.3327% | 31 | 92.9458% | 15 | 93.5409% | 14 | 95.0346% | 10 | 96.4192% | 8 | 96.6562% | 10 | 96.6801% | 10 | |
dempjac | 90.8382% | 49 | 92.5553% | 36 | 93.2971% | 32 | 94.8794% | 22 | 96.2794% | 28 | 96.5045% | 28 | 96.5437% | 27 | |
dempper | 91.0821% | 39 | 92.8282% | 22 | 93.3653% | 22 | 94.9357% | 16 | 96.3851% | 16 | 96.5761% | 23 | 96.5556% | 25 | |
dempse | 91.7352% | 14 | 93.3874% | 9 | 93.5716% | 12 | 94.7294% | 32 | 96.0782% | 37 | 96.3169% | 39 | 96.3067% | 37 | |
dempfr | 92.0660% | 9 | 93.5682% | 6 | 93.5921% | 11 | 94.7413% | 31 | 96.0594% | 38 | 96.2623% | 45 | 96.2453% | 42 | |
dempm | 90.9678% | 45 | 92.3661% | 48 | 93.1112% | 56 | 94.5657% | 39 | 96.1361% | 33 | 96.4431% | 31 | 96.4175% | 32 | |
dempmc | 92.3661% | 5 | 93.7217% | 5 | 93.7097% | 8 | 94.7771% | 29 | 95.8105% | 64 | 96.0816% | 62 | 96.1361% | 48 | |
pprod | 90.6046% | 56 | 92.3729% | 47 | 93.2766% | 33 | 94.8556% | 25 | 96.3714% | 20 | 96.6170% | 15 | 96.6409% | 12 | |
bayes | 90.6984% | 52 | 92.4496% | 40 | 92.9867% | 60 | 94.2861% | 66 | 95.8650% | 56 | 96.1225% | 57 | 96.0270% | 59 | |
fi | 90.6456% | 54 | 92.3541% | 51 | 92.9356% | 63 | 94.5043% | 54 | 96.0850% | 34 | 96.3766% | 33 | 96.3322% | 35 | |
fic | 90.4478% | 58 | 92.0864% | 62 | 92.7361% | 69 | 94.3901% | 63 | 96.0833% | 36 | 96.3442% | 36 | 96.2930% | 39 | |
dtp1 | 91.5953% | 21 | 92.5826% | 32 | 93.1743% | 49 | 94.5367% | 46 | 95.8343% | 58 | 96.0952% | 58 | 96.0577% | 52 | |
dtp2 | 91.7062% | 15 | 92.7463% | 25 | 93.2374% | 39 | 94.5657% | 39 | 95.9230% | 49 | 96.2009% | 51 | 96.1123% | 49 | |
dtp3 | 91.6942% | 17 | 92.8930% | 20 | 93.2988% | 31 | 94.5231% | 50 | 96.0014% | 44 | 96.2879% | 44 | 96.1737% | 45 | |
dtp4 | 89.6276% | 73 | 90.4410% | 76 | 92.3763% | 75 | 93.3329% | 75 | 94.9545% | 74 | 95.2563% | 74 | 94.9101% | 74 | |
dti1 | 91.9977% | 12 | 92.8998% | 18 | 93.3022% | 30 | 94.5504% | 45 | 95.9452% | 47 | 96.2316% | 47 | 96.1498% | 47 | |
dti2 | 90.8843% | 48 | 91.8767% | 66 | 92.8606% | 65 | 94.3969% | 61 | 95.5683% | 70 | 95.6587% | 73 | 95.8667% | 68 | |
dti3 | 90.2346% | 64 | 92.1580% | 61 | 93.0260% | 58 | 94.4600% | 57 | 96.0134% | 42 | 96.3067% | 42 | 96.1788% | 44 | |
dti4 | 89.4213% | 75 | 91.3583% | 74 | 92.7821% | 67 | 94.2366% | 69 | 95.9196% | 51 | 95.9793% | 68 | 95.8207% | 69 | |
dti5 | 89.7470% | 69 | 91.3686% | 72 | 92.5349% | 72 | 93.7046% | 73 | 95.5155% | 72 | 95.8360% | 71 | 95.6007% | 72 | |
dtc | 89.7794% | 68 | 91.3600% | 73 | 92.5195% | 73 | 93.7234% | 72 | 95.5291% | 71 | 95.8548% | 70 | 95.6161% | 71 | |
dte | 91.4436% | 28 | 92.5076% | 38 | 93.2306% | 41 | 94.5197% | 51 | 95.9162% | 52 | 96.2384% | 46 | 96.0526% | 58 | |
dtmnk | 91.7062% | 15 | 92.7463% | 25 | 93.2374% | 39 | 94.5657% | 39 | 95.9230% | 49 | 96.2009% | 51 | 96.1123% | 49 | |
dtch | 89.6276% | 73 | 90.4410% | 76 | 92.3763% | 75 | 93.3329% | 75 | 94.9545% | 74 | 95.2563% | 74 | 94.9101% | 74 | |
dtcan | 90.5893% | 57 | 91.6687% | 68 | 92.2296% | 77 | 93.0720% | 77 | 94.2451% | 77 | 94.2588% | 76 | 94.5742% | 76 | |
dtas | 91.3651% | 29 | 92.4377% | 43 | 93.2118% | 45 | 94.5555% | 43 | 95.8957% | 53 | 96.2197% | 49 | 96.0560% | 56 | |
dtchi | 91.5442% | 25 | 92.3985% | 46 | 93.2152% | 44 | 94.5009% | 56 | 95.8275% | 62 | 96.1259% | 56 | 96.0168% | 60 | |
dtchi2 | 91.5987% | 20 | 92.4684% | 39 | 93.2613% | 35 | 94.5111% | 52 | 95.8377% | 57 | 96.1464% | 54 | 95.9946% | 61 | |
dtbc | 91.5953% | 21 | 92.5826% | 32 | 93.1743% | 49 | 94.5367% | 46 | 95.8343% | 58 | 96.0952% | 58 | 96.0577% | 52 | |
dthl | 91.4692% | 27 | 92.2211% | 57 | 93.2033% | 47 | 94.4515% | 59 | 95.7167% | 67 | 96.0543% | 64 | 95.9094% | 64 | |
dtchr | 91.3651% | 29 | 92.4377% | 43 | 93.2118% | 45 | 94.5555% | 43 | 95.8957% | 53 | 96.2197% | 49 | 96.0560% | 56 | |
dtchr2 | 91.5186% | 26 | 92.2910% | 53 | 93.2016% | 48 | 94.4532% | 58 | 95.7252% | 66 | 96.0389% | 65 | 95.8838% | 66 | |
dtjac | 91.5953% | 21 | 92.5826% | 32 | 93.1743% | 49 | 94.5367% | 46 | 95.8343% | 58 | 96.0952% | 58 | 96.0577% | 52 | |
dtper | 91.5953% | 21 | 92.5826% | 32 | 93.1743% | 49 | 94.5367% | 46 | 95.8343% | 58 | 96.0952% | 58 | 96.0577% | 52 | |
dtse | 91.6516% | 19 | 92.8998% | 18 | 93.3124% | 27 | 94.5742% | 38 | 95.8088% | 65 | 95.9537% | 69 | 95.8156% | 70 | |
dtfr | 92.0625% | 10 | 93.5580% | 7 | 93.6006% | 10 | 94.7294% | 32 | 96.0492% | 39 | 96.3220% | 37 | 96.2743% | 40 | |
dtm | 93.7506% | 2 | 94.1121% | 2 | 94.2826% | 3 | 95.5121% | 2 | 96.6835% | 3 | 96.8011% | 4 | 96.9188% | 2 | |
dtmc | 92.9936% | 4 | 93.9416% | 4 | 94.1462% | 4 | 94.7857% | 28 | 95.4268% | 73 | 95.7764% | 72 | 95.5973% | 73 | |
epw | 90.2670% | 63 | 92.2092% | 58 | 93.2766% | 33 | 94.8658% | 24 | 96.4073% | 11 | 96.5999% | 20 | 96.5795% | 20 | |
gc | 90.6319% | 55 | 92.7020% | 29 | 93.4250% | 19 | 95.1250% | 6 | 96.5079% | 6 | 96.7381% | 8 | 96.5761% | 21 | |
mgc | 91.3293% | 32 | 92.9970% | 13 | 93.5511% | 13 | 95.1932% | 5 | 96.5454% | 5 | 96.7977% | 5 | 96.7040% | 9 | |
ogc | 92.0353% | 11 | 93.3789% | 11 | 93.8973% | 5 | 95.2750% | 4 | 96.7159% | 2 | 96.9017% | 2 | 96.8182% | 5 | |
omgc | 92.2331% | 6 | 92.2075% | 59 | 92.9509% | 62 | 94.5060% | 53 | 95.9980% | 45 | 96.3152% | 41 | 96.7278% | 7 | |
mlr | 93.7063% | 3 | 94.0917% | 3 | 94.2929% | 2 | 95.4336% | 3 | 96.6630% | 4 | 96.8301% | 3 | 96.9120% | 3 | |
svmcmb | 97.1882% | 1 | 97.1285% | 1 | 97.1098% | 1 | 97.3144% | 1 | 97.5480% | 1 | 97.6384% | 1 | 97.6179% | 1 | |
joinedin | 92.7412% | 93.9757% | 94.0951% | 95.7252% | 96.9120% | 97.0774% | 96.6085% | ||||||||
oracle | 95.6314% | 96.2282% | 96.5181% | 97.4235% | 98.1124% | 98.3051% | 98.2829% | ||||||||
cdc | 0.4857 | 0.4725 | 0.5619 | 0.6555 | 0.5901 | 0.6695 | 0.6738 |