Табела SVMoo12_34: | Резултати на комбинирањето на двете множества еден-против-еден SVM класификатори со гаусов кернел за унијата од првото и второто и унијата од третото и четвртото множество обележја | ||||||||||||||
1000 | R | 2000 | R | 5000 | R | 10000 | R | 30000 | R | сите | R | без.опт | R | ||
FS12 | 88.5687% | 91.1605% | 92.5434% | 94.0252% | 95.6092% | 95.8173% | 95.7559% | ||||||||
FS34 | 92.1631% | 93.5563% | 93.8581% | 95.4797% | 96.8745% | 97.0859% | 96.4021% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
- | - | - | - | - | - | - | - | ||||||||
vote | 91.1043% | 22 | 92.8998% | 19 | 93.7745% | 19 | 95.2222% | 15 | 96.5897% | 11 | 96.7346% | 11 | 96.2760% | 13 | |
borda | 90.9099% | 24 | 92.8213% | 21 | 93.6586% | 20 | 95.0875% | 19 | 96.4942% | 12 | 96.6443% | 12 | 96.2964% | 13 | |
bks | 92.6218% | 6 | 93.7165% | 6 | 94.0644% | 7 | 95.4524% | 8 | 96.6545% | 9 | 97.0313% | 3 | 96.6681% | 3 | |
bksv | 92.6218% | 6 | 93.7251% | 5 | 94.0763% | 6 | 95.4626% | 7 | 96.6596% | 8 | 97.0433% | 2 | 96.6733% | 2 | |
avg | 91.7539% | 13 | 93.2510% | 14 | 93.9194% | 14 | 95.4217% | 10 | 96.7261% | 4 | 96.9580% | 5 | 96.4891% | 7 | |
prod | 91.7403% | 15 | 93.1845% | 16 | 93.8632% | 16 | 95.3876% | 14 | 96.7193% | 6 | 96.9273% | 9 | 96.4618% | 9 | |
harm | 90.8331% | 25 | 92.6815% | 24 | 93.2442% | 26 | 95.1250% | 18 | 96.2384% | 23 | 96.5999% | 13 | 96.0986% | 23 | |
cprod | 91.7300% | 16 | 93.2698% | 13 | 93.9263% | 13 | 95.4063% | 12 | 96.7176% | 7 | 96.9512% | 7 | 96.5334% | 6 | |
maxmax | 90.7172% | 26 | 92.7668% | 22 | 93.4795% | 22 | 94.6510% | 26 | 95.7866% | 28 | 95.8650% | 29 | 95.7116% | 28 | |
minmax | 91.2168% | 21 | 92.6082% | 26 | 93.3670% | 25 | 94.8914% | 24 | 96.3135% | 19 | 96.5266% | 17 | 96.1515% | 22 | |
med | 91.7539% | 13 | 93.2510% | 14 | 93.9194% | 14 | 95.4217% | 10 | 96.7261% | 4 | 96.9580% | 5 | 96.4891% | 7 | |
adavg3 | 90.2432% | 28 | 92.6849% | 23 | 93.3977% | 23 | 94.9306% | 23 | 96.3578% | 15 | 96.4738% | 18 | 96.1634% | 21 | |
dempp1 | 88.4169% | 44 | 90.2790% | 48 | 91.4487% | 51 | 93.0993% | 52 | 94.2434% | 51 | 94.5180% | 50 | 94.2775% | 47 | |
dempp2 | 88.2635% | 54 | 90.2738% | 49 | 91.4674% | 50 | 93.4130% | 43 | 94.5401% | 45 | 94.8266% | 43 | 94.6339% | 41 | |
dempp3 | 87.5473% | 58 | 89.2201% | 60 | 89.9516% | 59 | 91.4009% | 59 | 92.8623% | 59 | 93.5375% | 59 | 93.8939% | 56 | |
dempp4 | 91.3515% | 19 | 92.4206% | 27 | 92.6457% | 30 | 94.4310% | 30 | 95.7303% | 30 | 95.8207% | 30 | 96.1856% | 20 | |
dempi1 | 76.3189% | 64 | 79.2791% | 64 | 80.8887% | 64 | 83.2793% | 64 | 84.9896% | 64 | 88.3539% | 63 | 86.0076% | 65 | |
dempi2 | 74.7604% | 65 | 76.7930% | 65 | 77.5841% | 65 | 78.1571% | 65 | 79.2774% | 65 | 82.3262% | 65 | 79.4104% | 67 | |
dempi3 | 45.6877% | 72 | 49.6215% | 72 | 54.1657% | 71 | 52.7436% | 72 | 56.5614% | 71 | 57.1360% | 71 | 50.0563% | 73 | |
dempi4 | 82.6979% | 61 | 84.3706% | 62 | 83.0764% | 62 | 85.3221% | 62 | 86.7152% | 62 | 88.0810% | 64 | 88.5551% | 62 | |
dempi5 | 69.0039% | 68 | 70.0201% | 68 | 68.1803% | 69 | 69.7200% | 69 | 76.2610% | 68 | 79.2433% | 67 | 72.2181% | 71 | |
dempc | 72.0578% | 67 | 74.3904% | 67 | 70.0576% | 68 | 76.5116% | 67 | 70.7891% | 69 | 73.6350% | 69 | 84.0637% | 66 | |
dempse | 89.6020% | 30 | 91.6908% | 30 | 92.8299% | 28 | 94.4327% | 29 | 95.7474% | 29 | 96.1498% | 26 | 95.4336% | 30 | |
dempmnk | 88.4783% | 43 | 90.4120% | 44 | 91.6107% | 42 | 93.4522% | 40 | 94.6373% | 40 | 94.9050% | 40 | 94.8198% | 33 | |
dempch | 91.3396% | 20 | 92.3916% | 28 | 92.6713% | 29 | 94.4463% | 28 | 95.8599% | 25 | 95.8838% | 28 | 96.2043% | 19 | |
dempcan | 87.9463% | 56 | 89.8612% | 57 | 90.8161% | 56 | 92.5570% | 56 | 93.8342% | 56 | 93.6978% | 58 | 93.2425% | 59 | |
dempas | 89.2695% | 32 | 91.5220% | 32 | 92.2382% | 33 | 93.7131% | 34 | 94.9886% | 34 | 95.0807% | 33 | 94.6936% | 38 | |
dempchi | 88.3419% | 48 | 90.1494% | 54 | 91.2594% | 55 | 92.9339% | 55 | 94.1496% | 54 | 94.1837% | 55 | 93.6500% | 58 | |
dempchi2 | 88.7870% | 39 | 90.5825% | 41 | 91.9381% | 39 | 93.5614% | 38 | 94.7908% | 38 | 94.9340% | 38 | 94.5231% | 44 | |
dempbc | 88.2191% | 55 | 90.1408% | 55 | 91.3566% | 54 | 93.0140% | 54 | 94.1155% | 55 | 94.4532% | 53 | 93.8717% | 57 | |
demphl | 88.6625% | 41 | 90.3403% | 45 | 91.5271% | 43 | 93.1470% | 48 | 94.4651% | 46 | 94.3304% | 54 | 94.1036% | 52 | |
dempchr | 89.2627% | 33 | 91.5169% | 33 | 92.2365% | 34 | 93.7148% | 33 | 94.9971% | 32 | 95.0824% | 32 | 94.7038% | 36 | |
dempchr2 | 89.1229% | 37 | 90.7905% | 39 | 92.0148% | 37 | 93.5887% | 37 | 94.8215% | 37 | 94.9442% | 37 | 94.6987% | 37 | |
dempjac | 88.2925% | 53 | 90.2005% | 53 | 91.3992% | 53 | 93.0669% | 53 | 94.1855% | 53 | 94.4770% | 52 | 94.0098% | 55 | |
dempper | 88.3914% | 45 | 90.2653% | 50 | 91.4368% | 52 | 93.1044% | 49 | 94.2213% | 52 | 94.4992% | 51 | 94.2468% | 49 | |
dempm | 93.3039% | 5 | 93.6552% | 7 | 94.0115% | 12 | 94.9579% | 21 | 95.8411% | 26 | 96.0713% | 27 | 96.0458% | 24 | |
dempmc | 94.1667% | 4 | 94.6134% | 3 | 94.9033% | 2 | 95.5376% | 5 | 96.3459% | 16 | 96.4414% | 20 | 96.2333% | 17 | |
pprod | 91.6005% | 17 | 92.9288% | 18 | 93.5801% | 21 | 94.9920% | 20 | 96.3220% | 18 | 96.5692% | 14 | 96.2640% | 15 | |
bayes | 92.2382% | 10 | 93.4505% | 9 | 94.0542% | 8 | 95.4387% | 9 | 96.6170% | 10 | 96.9393% | 8 | 96.5386% | 5 | |
fi | 90.3352% | 27 | 92.6269% | 25 | 93.3891% | 24 | 94.9357% | 22 | 96.3391% | 17 | 96.4618% | 19 | 96.0083% | 26 | |
dtp1 | 88.3828% | 46 | 90.2449% | 51 | 91.4692% | 48 | 93.1010% | 50 | 94.2605% | 49 | 94.5214% | 48 | 94.3287% | 45 | |
dtp2 | 88.3027% | 51 | 90.3148% | 46 | 91.4913% | 44 | 93.4215% | 41 | 94.5691% | 43 | 94.8419% | 41 | 94.6816% | 39 | |
dtp3 | 87.1364% | 59 | 89.2508% | 59 | 90.0931% | 58 | 92.2194% | 58 | 93.5017% | 58 | 93.9518% | 56 | 94.2605% | 48 | |
dtp4 | 91.9364% | 11 | 93.3840% | 10 | 94.0371% | 10 | 95.1489% | 16 | 96.3766% | 13 | 96.5692% | 14 | 96.3254% | 11 | |
dti1 | 78.9858% | 63 | 81.3832% | 63 | 82.1437% | 63 | 84.6878% | 63 | 85.8882% | 63 | 88.3777% | 62 | 86.0127% | 64 | |
dti2 | 74.0528% | 66 | 75.6147% | 66 | 75.6198% | 66 | 76.0887% | 68 | 76.9584% | 66 | 81.2076% | 66 | 77.1118% | 68 | |
dti3 | 67.3362% | 70 | 67.5971% | 70 | 67.3669% | 70 | 66.6746% | 70 | 56.6569% | 70 | 52.2917% | 72 | 60.3042% | 72 | |
dti4 | 82.2307% | 62 | 84.5360% | 61 | 85.0152% | 61 | 85.8524% | 61 | 88.1970% | 61 | 89.3718% | 61 | 87.5593% | 63 | |
dti5 | 68.6731% | 69 | 69.6552% | 69 | 74.3682% | 67 | 76.8441% | 66 | 76.2814% | 67 | 77.5125% | 68 | 73.3690% | 70 | |
dtc | 50.9344% | 71 | 55.7071% | 71 | 52.9840% | 72 | 56.8700% | 71 | 51.2686% | 72 | 71.3553% | 70 | 74.3222% | 69 | |
dte | 89.3087% | 31 | 91.5442% | 31 | 92.5178% | 31 | 94.2605% | 31 | 95.3654% | 31 | 95.5564% | 31 | 95.3279% | 31 | |
dtse | 89.6651% | 29 | 91.7761% | 29 | 92.8981% | 27 | 94.4787% | 27 | 95.7900% | 27 | 96.1907% | 24 | 95.3160% | 32 | |
dtmnk | 88.3027% | 51 | 90.3148% | 46 | 91.4913% | 44 | 93.4215% | 41 | 94.5691% | 43 | 94.8419% | 41 | 94.6816% | 39 | |
dtch | 91.9364% | 11 | 93.3840% | 10 | 94.0371% | 10 | 95.1489% | 16 | 96.3766% | 13 | 96.5692% | 14 | 96.3254% | 11 | |
dtcan | 87.7622% | 57 | 89.9806% | 56 | 90.8093% | 57 | 92.5195% | 57 | 93.7558% | 57 | 93.8188% | 57 | 93.0532% | 60 | |
dtas | 89.2064% | 35 | 91.4760% | 34 | 92.1904% | 35 | 93.6978% | 35 | 94.9783% | 35 | 95.0176% | 35 | 94.7072% | 34 | |
dtchi | 88.6216% | 42 | 90.8263% | 38 | 91.7556% | 41 | 93.2851% | 45 | 94.6015% | 42 | 94.5504% | 45 | 94.0866% | 54 | |
dtchi2 | 89.0035% | 38 | 90.7138% | 40 | 91.9824% | 38 | 93.5273% | 39 | 94.7140% | 39 | 94.9067% | 39 | 94.5435% | 43 | |
dtbc | 88.3828% | 46 | 90.2449% | 51 | 91.4692% | 48 | 93.1010% | 50 | 94.2605% | 49 | 94.5214% | 48 | 94.3287% | 45 | |
dthl | 88.7085% | 40 | 90.8553% | 37 | 91.8017% | 40 | 93.3295% | 44 | 94.6356% | 41 | 94.5776% | 44 | 94.0900% | 53 | |
dtchr | 89.2064% | 35 | 91.4760% | 34 | 92.1904% | 35 | 93.6978% | 35 | 94.9783% | 35 | 95.0176% | 35 | 94.7072% | 34 | |
dtchr2 | 89.2167% | 34 | 91.2032% | 36 | 92.2467% | 32 | 93.8393% | 32 | 94.9920% | 33 | 95.0755% | 34 | 94.6066% | 42 | |
dtjac | 88.3180% | 49 | 90.4682% | 42 | 91.4896% | 46 | 93.2493% | 46 | 94.3935% | 47 | 94.5418% | 46 | 94.1786% | 50 | |
dtper | 88.3180% | 49 | 90.4682% | 42 | 91.4896% | 46 | 93.2493% | 46 | 94.3935% | 47 | 94.5418% | 46 | 94.1786% | 50 | |
dtm | 94.4412% | 2 | 94.6441% | 2 | 94.6885% | 3 | 95.5837% | 3 | 96.2623% | 22 | 96.4209% | 21 | 96.5471% | 4 | |
dtmc | 94.4668% | 1 | 94.8880% | 1 | 95.0755% | 1 | 95.5956% | 2 | 96.2691% | 20 | 96.3868% | 22 | 96.0185% | 25 | |
gco | 90.9934% | 23 | 92.8588% | 20 | 93.8137% | 18 | 94.8880% | 25 | 96.0560% | 24 | 96.1737% | 25 | 95.9741% | 27 | |
mgco | 84.0688% | 60 | 89.5355% | 58 | 88.6284% | 60 | 88.5738% | 60 | 91.2628% | 60 | 92.0966% | 60 | 90.3523% | 61 | |
mlr | 94.3406% | 3 | 94.5111% | 4 | 94.6390% | 4 | 95.5615% | 4 | 96.2657% | 21 | 96.3868% | 22 | 96.4533% | 10 | |
ogc | 92.2723% | 8 | 93.4710% | 8 | 94.0985% | 5 | 95.6195% | 1 | 96.8676% | 1 | 97.0842% | 1 | 96.2060% | 18 | |
omgc | 91.4248% | 18 | 93.1112% | 17 | 93.8274% | 17 | 95.4063% | 12 | 96.8404% | 2 | 96.9154% | 10 | 96.2555% | 16 | |
ogco | 92.2450% | 9 | 93.3414% | 12 | 94.0422% | 9 | 95.5018% | 6 | 96.8267% | 3 | 97.0058% | 4 | 95.7064% | 29 | |
joinedin | 90.9644% | 92.4257% | 94.2264% | 95.7917% | 97.0126% | 97.2002% | 96.8608% | ||||||||
oracle | 94.2895% | 95.2785% | 95.4933% | 96.8080% | 97.8072% | 97.9521% | 97.6605% | ||||||||
cdc | 0.9523 | 0.9672 | 0.9763 | 0.975 | 0.9799 | 0.9806 | 0.9784 |