Табела SVMG13: | Резултати на комбинирањето на двата SVM класификатори со гаусов кернел за првото 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% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
FS3 | 86.5123% | 89.6003% | 90.3557% | 92.4087% | 94.7840% | 95.1454% | 95.0107% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
vote | 85.7961% | 76 | 87.8577% | 75 | 89.4554% | 76 | 91.1452% | 75 | 93.3789% | 75 | 93.9382% | 75 | 93.9263% | 75 | |
borda | 87.0221% | 63 | 89.0035% | 64 | 90.3335% | 72 | 91.9261% | 72 | 93.9041% | 71 | 94.5043% | 71 | 94.5077% | 69 | |
bks | 88.1987% | 29 | 90.5467% | 10 | 91.5987% | 2 | 93.0021% | 12 | 94.8436% | 29 | 95.1847% | 19 | 95.1506% | 15 | |
bksv | 88.1987% | 29 | 90.5467% | 10 | 91.5987% | 2 | 93.0021% | 12 | 94.8453% | 28 | 95.1864% | 18 | 95.1540% | 13 | |
avg | 87.9463% | 43 | 89.5560% | 45 | 90.8758% | 46 | 92.5144% | 44 | 94.4259% | 45 | 94.8982% | 45 | 94.9408% | 45 | |
prod | 87.3308% | 57 | 89.5867% | 42 | 91.1077% | 30 | 92.9015% | 23 | 94.9204% | 22 | 95.1420% | 26 | 95.1216% | 24 | |
harm | 87.2250% | 59 | 89.5372% | 47 | 91.0684% | 33 | 92.8452% | 24 | 94.8522% | 26 | 95.0960% | 30 | 95.0619% | 28 | |
cprod | 86.8448% | 65 | 88.9813% | 66 | 90.9065% | 45 | 92.7958% | 27 | 94.9101% | 24 | 95.0056% | 33 | 94.8317% | 59 | |
maxmax | 86.0127% | 75 | 88.2123% | 73 | 90.4631% | 66 | 92.3405% | 63 | 94.6407% | 38 | 94.7874% | 62 | 94.4702% | 70 | |
minmax | 86.9556% | 64 | 89.3616% | 55 | 90.8212% | 50 | 92.7122% | 31 | 94.6834% | 34 | 94.9050% | 43 | 94.9221% | 53 | |
med | 87.9463% | 43 | 89.5560% | 45 | 90.8758% | 46 | 92.5144% | 44 | 94.4259% | 45 | 94.8982% | 45 | 94.9408% | 45 | |
davg | 87.9020% | 45 | 89.4503% | 50 | 90.8655% | 48 | 92.4189% | 57 | 94.3491% | 56 | 94.8590% | 49 | 94.9204% | 54 | |
demp | 87.7366% | 46 | 88.8859% | 69 | 90.5450% | 63 | 92.1359% | 69 | 94.1360% | 70 | 94.7430% | 64 | 94.8965% | 55 | |
dempp1 | 88.2004% | 28 | 90.1715% | 21 | 91.2492% | 18 | 93.0157% | 8 | 94.9477% | 18 | 95.1557% | 24 | 95.1216% | 24 | |
dempp2 | 88.1066% | 35 | 90.0061% | 25 | 91.2543% | 16 | 92.9475% | 17 | 94.9391% | 20 | 95.1830% | 20 | 95.1352% | 19 | |
dempp3 | 87.3802% | 56 | 89.5713% | 43 | 91.1980% | 24 | 93.0140% | 9 | 94.9664% | 14 | 95.2171% | 13 | 95.1369% | 17 | |
dempp4 | 87.6923% | 48 | 89.7930% | 32 | 91.1571% | 27 | 92.9475% | 17 | 95.0687% | 2 | 95.2614% | 3 | 95.1284% | 21 | |
dempi1 | 88.3504% | 21 | 90.3642% | 15 | 91.3634% | 10 | 93.1112% | 2 | 94.9954% | 9 | 95.2341% | 10 | 95.2205% | 6 | |
dempi2 | 87.7366% | 46 | 89.5611% | 44 | 91.0531% | 34 | 92.7975% | 26 | 94.8488% | 27 | 95.0346% | 32 | 94.8590% | 58 | |
dempi3 | 85.1533% | 77 | 88.2106% | 74 | 90.6797% | 59 | 92.7088% | 32 | 94.9596% | 15 | 94.9664% | 38 | 94.8232% | 61 | |
dempi4 | 87.0716% | 62 | 89.0035% | 64 | 90.7598% | 57 | 92.6645% | 38 | 94.7652% | 32 | 94.9698% | 36 | 94.7874% | 62 | |
dempi5 | 86.5771% | 71 | 88.6829% | 70 | 90.6592% | 61 | 92.6372% | 40 | 94.7618% | 33 | 94.9101% | 42 | 94.6953% | 66 | |
dempc | 87.3990% | 55 | 89.6498% | 41 | 91.1025% | 31 | 92.9595% | 15 | 95.0107% | 8 | 95.1386% | 28 | 95.1369% | 17 | |
dempmnk | 88.0776% | 37 | 89.9618% | 26 | 91.2509% | 17 | 92.9526% | 16 | 94.9118% | 23 | 95.1591% | 23 | 95.1233% | 22 | |
dempch | 87.6871% | 49 | 89.7094% | 40 | 91.0872% | 32 | 92.9253% | 21 | 94.9886% | 11 | 95.2119% | 14 | 95.1096% | 26 | |
dempcan | 87.4910% | 53 | 89.3650% | 54 | 89.6515% | 75 | 90.8093% | 76 | 92.4053% | 76 | 92.6048% | 76 | 92.7582% | 77 | |
dempas | 89.0598% | 9 | 90.7189% | 8 | 91.1247% | 29 | 92.7156% | 30 | 94.6220% | 39 | 95.2512% | 7 | 95.1454% | 16 | |
dempchi | 88.2993% | 23 | 90.2670% | 17 | 91.3157% | 14 | 93.0260% | 6 | 94.9818% | 12 | 95.2102% | 15 | 95.1813% | 11 | |
dempchi2 | 88.2856% | 24 | 90.2483% | 18 | 91.3634% | 10 | 93.0379% | 5 | 94.9903% | 10 | 95.2324% | 11 | 95.1932% | 10 | |
dempbc | 88.1936% | 31 | 90.1340% | 22 | 91.2441% | 20 | 93.0140% | 9 | 94.9596% | 15 | 95.1693% | 21 | 95.1233% | 22 | |
demphl | 88.4579% | 18 | 90.3864% | 13 | 91.4078% | 7 | 93.0601% | 4 | 95.0312% | 5 | 95.2443% | 9 | 95.2324% | 5 | |
dempchr | 89.1058% | 6 | 90.6950% | 9 | 91.1673% | 25 | 92.7224% | 29 | 94.6527% | 35 | 95.2563% | 4 | 95.1557% | 12 | |
dempchr2 | 88.4272% | 20 | 90.3864% | 13 | 91.4351% | 6 | 93.0873% | 3 | 95.0210% | 7 | 95.2512% | 7 | 95.2188% | 7 | |
dempjac | 88.1066% | 35 | 89.9516% | 27 | 91.1571% | 27 | 92.9475% | 17 | 94.9101% | 24 | 95.1403% | 27 | 95.0858% | 27 | |
dempper | 88.1867% | 32 | 90.2176% | 19 | 91.2645% | 15 | 93.0191% | 7 | 94.9528% | 17 | 95.1676% | 22 | 95.1301% | 20 | |
dempse | 88.7119% | 13 | 90.4188% | 12 | 91.3259% | 13 | 92.6900% | 33 | 94.5555% | 40 | 95.0039% | 34 | 94.9903% | 32 | |
dempfr | 89.0956% | 7 | 90.7445% | 6 | 91.3788% | 8 | 92.6900% | 33 | 94.5418% | 42 | 94.9545% | 39 | 94.9800% | 33 | |
dempm | 87.6394% | 50 | 89.4400% | 51 | 90.4188% | 68 | 92.1717% | 68 | 94.4071% | 50 | 94.8402% | 51 | 94.5947% | 67 | |
dempmc | 89.6276% | 2 | 91.0019% | 5 | 91.5050% | 4 | 92.5604% | 42 | 94.1582% | 68 | 94.6220% | 70 | 94.5708% | 68 | |
pprod | 87.5490% | 52 | 89.7129% | 39 | 91.2083% | 22 | 92.9253% | 21 | 94.9357% | 21 | 95.1983% | 17 | 95.1540% | 13 | |
bayes | 88.2601% | 25 | 90.1102% | 24 | 91.2287% | 21 | 92.6730% | 36 | 94.6475% | 37 | 94.9459% | 41 | 94.9681% | 35 | |
fi | 87.2557% | 58 | 89.7657% | 37 | 90.8127% | 51 | 92.5519% | 43 | 94.7788% | 31 | 95.1506% | 25 | 95.0585% | 29 | |
fic | 87.0733% | 61 | 89.4622% | 49 | 90.5279% | 64 | 92.5963% | 41 | 94.6527% | 35 | 95.0414% | 31 | 94.9425% | 44 | |
dtp1 | 88.5755% | 14 | 89.7708% | 33 | 90.9303% | 41 | 92.4939% | 46 | 94.3747% | 51 | 94.8351% | 52 | 94.9442% | 40 | |
dtp2 | 88.7256% | 11 | 89.9004% | 29 | 90.9798% | 38 | 92.4769% | 50 | 94.4242% | 47 | 94.8624% | 47 | 94.9630% | 38 | |
dtp3 | 88.4528% | 19 | 89.9482% | 28 | 90.9934% | 37 | 92.4206% | 56 | 94.4122% | 49 | 94.8999% | 44 | 94.9408% | 45 | |
dtp4 | 86.3043% | 72 | 87.3768% | 76 | 89.6924% | 73 | 91.2100% | 73 | 93.4181% | 73 | 94.1241% | 73 | 94.3832% | 71 | |
dti1 | 88.9728% | 10 | 90.1340% | 22 | 91.0326% | 36 | 92.3916% | 60 | 94.3730% | 55 | 94.8266% | 56 | 94.9647% | 37 | |
dti2 | 87.6258% | 51 | 89.0530% | 63 | 90.5075% | 65 | 92.3882% | 61 | 94.2144% | 65 | 94.6731% | 67 | 94.8283% | 60 | |
dti3 | 86.7868% | 69 | 89.1672% | 62 | 90.7632% | 55 | 92.4513% | 52 | 94.4617% | 44 | 94.9494% | 40 | 94.9681% | 35 | |
dti4 | 86.2497% | 74 | 88.3419% | 71 | 90.4375% | 67 | 92.1802% | 67 | 94.5333% | 43 | 94.6646% | 68 | 94.3798% | 73 | |
dti5 | 86.8363% | 67 | 88.9438% | 67 | 90.3710% | 69 | 91.9415% | 71 | 94.2741% | 64 | 94.7891% | 61 | 94.7396% | 64 | |
dtc | 86.8431% | 66 | 88.9302% | 68 | 90.3591% | 70 | 91.9500% | 70 | 94.2758% | 63 | 94.7908% | 59 | 94.7379% | 65 | |
dte | 88.1083% | 34 | 89.3326% | 56 | 90.7632% | 55 | 92.3848% | 62 | 94.3167% | 60 | 94.8453% | 50 | 94.9374% | 48 | |
dtmnk | 88.7256% | 11 | 89.9004% | 29 | 90.9798% | 38 | 92.4769% | 50 | 94.4242% | 47 | 94.8624% | 47 | 94.9630% | 38 | |
dtch | 86.3043% | 72 | 87.3768% | 76 | 89.6924% | 73 | 91.2100% | 73 | 93.4181% | 73 | 94.1241% | 73 | 94.3832% | 71 | |
dtcan | 86.6282% | 70 | 88.2550% | 72 | 88.9899% | 77 | 90.0760% | 77 | 91.4862% | 77 | 92.3234% | 77 | 92.8026% | 76 | |
dtas | 88.0179% | 39 | 89.2286% | 59 | 90.7717% | 53 | 92.4360% | 54 | 94.3321% | 58 | 94.8232% | 57 | 94.9374% | 48 | |
dtchi | 88.1782% | 33 | 89.4213% | 53 | 90.8076% | 52 | 92.4155% | 58 | 94.3082% | 61 | 94.7737% | 63 | 94.9255% | 51 | |
dtchi2 | 88.2277% | 27 | 89.5219% | 48 | 90.8297% | 49 | 92.4104% | 59 | 94.3014% | 62 | 94.7908% | 59 | 94.9255% | 51 | |
dtbc | 88.5755% | 14 | 89.7708% | 33 | 90.9303% | 41 | 92.4939% | 46 | 94.3747% | 51 | 94.8351% | 52 | 94.9442% | 40 | |
dthl | 87.9821% | 42 | 89.1945% | 61 | 90.6643% | 60 | 92.2961% | 64 | 94.1769% | 66 | 94.6816% | 66 | 94.8846% | 57 | |
dtchr | 88.0179% | 39 | 89.2286% | 59 | 90.7717% | 53 | 92.4360% | 54 | 94.3321% | 58 | 94.8232% | 57 | 94.9374% | 48 | |
dtchr2 | 88.0145% | 41 | 89.2815% | 58 | 90.7155% | 58 | 92.2655% | 66 | 94.1752% | 67 | 94.6970% | 65 | 94.8880% | 56 | |
dtjac | 88.5755% | 14 | 89.7708% | 33 | 90.9303% | 41 | 92.4939% | 46 | 94.3747% | 51 | 94.8351% | 52 | 94.9442% | 40 | |
dtper | 88.5755% | 14 | 89.7708% | 33 | 90.9303% | 41 | 92.4939% | 46 | 94.3747% | 51 | 94.8351% | 52 | 94.9442% | 40 | |
dtse | 88.2362% | 26 | 89.8203% | 31 | 90.9354% | 40 | 92.2944% | 65 | 94.1548% | 69 | 94.6441% | 69 | 94.7686% | 63 | |
dtfr | 89.0802% | 8 | 90.7359% | 7 | 91.3515% | 12 | 92.6457% | 39 | 94.5435% | 41 | 94.9681% | 37 | 94.9749% | 34 | |
dtm | 89.2167% | 4 | 91.0736% | 3 | 91.1622% | 26 | 92.7548% | 28 | 95.0278% | 6 | 95.2529% | 6 | 95.2000% | 9 | |
dtmc | 89.5168% | 3 | 91.0531% | 4 | 91.4845% | 5 | 92.4479% | 53 | 93.7933% | 72 | 94.3304% | 72 | 94.1377% | 74 | |
epw | 87.0903% | 60 | 89.2866% | 57 | 91.0446% | 35 | 92.9271% | 20 | 94.9818% | 12 | 95.1096% | 29 | 95.0431% | 30 | |
gc | 86.7885% | 68 | 89.4298% | 52 | 90.3506% | 71 | 92.6730% | 36 | 94.8266% | 30 | 95.2000% | 16 | 95.2478% | 4 | |
mgc | 87.4450% | 54 | 89.7248% | 38 | 90.5671% | 62 | 92.6798% | 35 | 94.9477% | 18 | 95.2239% | 12 | 95.2119% | 8 | |
ogc | 88.0572% | 38 | 90.3455% | 16 | 91.2492% | 18 | 93.0038% | 11 | 95.0329% | 4 | 95.3773% | 2 | 95.3432% | 2 | |
omgc | 88.3197% | 22 | 90.1920% | 20 | 91.3720% | 9 | 92.9987% | 14 | 94.3355% | 57 | 94.9732% | 35 | 95.0431% | 30 | |
mlr | 89.2167% | 4 | 91.0889% | 2 | 91.2014% | 23 | 92.8077% | 25 | 95.0431% | 3 | 95.2563% | 4 | 95.2563% | 3 | |
svmcmb | 95.0943% | 1 | 95.3364% | 1 | 95.0772% | 1 | 95.2375% | 1 | 95.8684% | 1 | 96.2333% | 1 | 96.2316% | 1 | |
joinedin | 87.5405% | 89.9107% | 90.7104% | 92.9253% | 95.1011% | 95.3893% | 95.2921% | ||||||||
oracle | 91.5578% | 93.0328% | 93.6688% | 94.9664% | 96.4328% | 96.7909% | 96.7193% | ||||||||
cdc | 0.9036 | 0.9213 | 0.9386 | 0.9416 | 0.9555 | 0.9558 | 0.955 |