Табела SVMG23: | Резултати на комбинирањето на двата SVM класификатори со гаусов кернел за второто и третото множество обележја | ||||||||||||||
1000 | R | 2000 | R | 5000 | R | 10000 | R | 30000 | R | сите | R | без.опт | R | ||
- | - | - | - | - | - | - | - | ||||||||
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 | 87.0136% | 77 | 89.8237% | 77 | 91.0054% | 77 | 92.8247% | 77 | 94.8249% | 75 | 95.2921% | 75 | 95.0022% | 75 | |
borda | 88.4920% | 76 | 91.1452% | 71 | 92.0523% | 74 | 93.8342% | 69 | 95.4882% | 70 | 95.9264% | 59 | 95.7440% | 66 | |
bks | 89.3514% | 59 | 91.2662% | 60 | 92.6934% | 47 | 94.0013% | 62 | 95.5581% | 65 | 95.8838% | 64 | 95.7184% | 69 | |
bksv | 89.3514% | 59 | 91.2662% | 60 | 92.6952% | 46 | 93.9996% | 64 | 95.5666% | 64 | 95.8855% | 62 | 95.7252% | 68 | |
avg | 89.7316% | 44 | 92.0881% | 12 | 92.9253% | 7 | 94.5810% | 3 | 96.0031% | 22 | 96.3987% | 4 | 96.2470% | 8 | |
prod | 89.5389% | 54 | 91.6260% | 53 | 92.6593% | 52 | 94.3747% | 36 | 96.0560% | 9 | 96.2009% | 26 | 96.2623% | 3 | |
harm | 89.3445% | 61 | 91.4402% | 57 | 92.5008% | 58 | 94.2622% | 45 | 96.0151% | 19 | 96.0816% | 52 | 96.1447% | 33 | |
cprod | 89.2508% | 64 | 91.5118% | 55 | 92.6372% | 53 | 94.2264% | 47 | 95.9622% | 30 | 96.2453% | 19 | 96.1498% | 31 | |
maxmax | 88.7153% | 74 | 91.1793% | 68 | 92.3456% | 65 | 93.8547% | 68 | 95.7013% | 60 | 96.0509% | 55 | 95.9281% | 58 | |
minmax | 89.0905% | 67 | 91.1452% | 71 | 92.2927% | 67 | 94.0712% | 59 | 95.8923% | 40 | 95.8735% | 67 | 95.9844% | 54 | |
med | 89.7316% | 44 | 92.0881% | 12 | 92.9253% | 7 | 94.5810% | 3 | 96.0031% | 22 | 96.3987% | 4 | 96.2470% | 8 | |
davg | 89.6856% | 48 | 92.1171% | 9 | 92.9441% | 5 | 94.5725% | 6 | 95.9895% | 27 | 96.3885% | 6 | 96.2436% | 10 | |
demp | 89.9550% | 34 | 91.8068% | 42 | 92.6628% | 51 | 94.4003% | 34 | 95.8633% | 46 | 96.2708% | 18 | 96.1873% | 24 | |
dempp1 | 89.9379% | 36 | 91.8801% | 34 | 92.7906% | 33 | 94.4191% | 31 | 96.0355% | 13 | 96.1174% | 39 | 96.1344% | 37 | |
dempp2 | 89.8817% | 38 | 91.8733% | 35 | 92.8282% | 18 | 94.4242% | 29 | 96.0083% | 21 | 96.2231% | 20 | 96.2095% | 19 | |
dempp3 | 89.5577% | 53 | 91.6687% | 50 | 92.7173% | 43 | 94.3798% | 35 | 96.0321% | 15 | 96.2998% | 13 | 96.2538% | 6 | |
dempp4 | 89.7009% | 47 | 91.7505% | 45 | 92.8009% | 27 | 94.3355% | 39 | 96.0458% | 12 | 96.2026% | 25 | 96.2419% | 11 | |
dempi1 | 90.0113% | 31 | 91.8937% | 32 | 92.7941% | 32 | 94.4463% | 24 | 96.0355% | 13 | 96.1702% | 30 | 96.2163% | 15 | |
dempi2 | 89.7759% | 43 | 91.8392% | 37 | 92.7719% | 35 | 94.3048% | 44 | 95.9707% | 29 | 96.0679% | 54 | 96.0372% | 49 | |
dempi3 | 88.7256% | 73 | 91.2032% | 67 | 92.4479% | 59 | 94.1479% | 53 | 96.0117% | 20 | 96.2777% | 16 | 96.2180% | 14 | |
dempi4 | 89.1502% | 66 | 91.4896% | 56 | 92.5059% | 57 | 94.0900% | 58 | 95.8650% | 45 | 96.1089% | 46 | 96.0918% | 43 | |
dempi5 | 88.9097% | 71 | 91.3344% | 59 | 92.3985% | 62 | 94.0593% | 61 | 95.8531% | 48 | 96.1430% | 33 | 96.0662% | 48 | |
dempc | 89.6140% | 51 | 91.6925% | 49 | 92.6304% | 54 | 94.3253% | 41 | 96.0799% | 2 | 96.2163% | 24 | 96.2538% | 6 | |
dempmnk | 89.8612% | 40 | 91.8255% | 40 | 92.8111% | 22 | 94.4020% | 33 | 95.9929% | 26 | 96.1992% | 27 | 96.1924% | 22 | |
dempch | 89.6344% | 49 | 91.7164% | 47 | 92.7310% | 40 | 94.3082% | 43 | 96.0765% | 3 | 96.2197% | 23 | 96.2350% | 12 | |
dempcan | 90.1988% | 21 | 91.0616% | 73 | 91.3106% | 75 | 93.0873% | 75 | 93.7864% | 76 | 93.0140% | 76 | 93.2596% | 76 | |
dempas | 90.4017% | 16 | 91.7573% | 44 | 92.0694% | 73 | 94.0695% | 60 | 95.8480% | 49 | 96.2726% | 17 | 95.9946% | 53 | |
dempchi | 90.0334% | 28 | 91.9108% | 30 | 92.8299% | 17 | 94.4191% | 31 | 96.0304% | 16 | 96.1174% | 39 | 96.1344% | 37 | |
dempchi2 | 90.0147% | 30 | 92.0404% | 18 | 92.9441% | 5 | 94.4685% | 15 | 96.0611% | 8 | 96.1617% | 31 | 96.1805% | 26 | |
dempbc | 89.9465% | 35 | 91.9074% | 31 | 92.7906% | 33 | 94.4412% | 25 | 96.0270% | 17 | 96.1191% | 38 | 96.1242% | 40 | |
demphl | 90.1818% | 22 | 92.0063% | 20 | 92.8657% | 16 | 94.4395% | 26 | 96.0560% | 9 | 96.1327% | 37 | 96.1430% | 34 | |
dempchr | 90.4222% | 10 | 91.8358% | 38 | 92.1973% | 69 | 94.0951% | 57 | 95.8548% | 47 | 96.2862% | 14 | 96.0083% | 51 | |
dempchr2 | 90.1426% | 26 | 92.0506% | 17 | 92.9731% | 4 | 94.4873% | 11 | 96.0696% | 5 | 96.1771% | 28 | 96.1737% | 27 | |
dempjac | 89.8817% | 38 | 91.8051% | 43 | 92.7241% | 41 | 94.3611% | 37 | 95.9946% | 25 | 96.1054% | 47 | 96.1481% | 32 | |
dempper | 89.9737% | 33 | 91.9142% | 25 | 92.7958% | 31 | 94.4515% | 19 | 96.0253% | 18 | 96.1003% | 49 | 96.1413% | 35 | |
dempse | 90.2756% | 20 | 92.0165% | 19 | 92.8282% | 18 | 94.1599% | 51 | 95.7099% | 59 | 95.9145% | 60 | 95.8565% | 63 | |
dempfr | 90.4103% | 15 | 92.1921% | 7 | 92.8895% | 13 | 94.1650% | 50 | 95.6127% | 62 | 95.8906% | 61 | 95.7286% | 67 | |
dempm | 89.7913% | 41 | 91.6670% | 52 | 92.5758% | 55 | 93.8223% | 70 | 95.7627% | 53 | 96.0287% | 58 | 95.8974% | 59 | |
dempmc | 90.9252% | 3 | 92.7139% | 3 | 93.1402% | 3 | 94.1701% | 49 | 95.4558% | 71 | 95.7030% | 72 | 95.6604% | 71 | |
pprod | 89.6122% | 52 | 91.6959% | 48 | 92.7020% | 45 | 94.4344% | 27 | 96.0645% | 6 | 96.1737% | 29 | 96.2555% | 5 | |
bayes | 89.4264% | 58 | 91.1469% | 70 | 92.5758% | 55 | 93.9348% | 66 | 95.3262% | 73 | 95.7320% | 71 | 95.4660% | 73 | |
fi | 88.6352% | 75 | 91.2253% | 64 | 92.2552% | 68 | 93.8206% | 71 | 95.3484% | 72 | 95.7576% | 70 | 95.6161% | 72 | |
fic | 89.0086% | 68 | 91.1742% | 69 | 92.1444% | 70 | 93.8802% | 67 | 95.6110% | 63 | 96.0782% | 53 | 95.8787% | 60 | |
dtp1 | 90.4188% | 11 | 91.9142% | 25 | 92.7378% | 36 | 94.4480% | 20 | 95.8906% | 41 | 96.1123% | 42 | 96.0901% | 44 | |
dtp2 | 90.4017% | 16 | 92.0540% | 15 | 92.7992% | 29 | 94.4549% | 17 | 95.9332% | 34 | 96.2214% | 21 | 96.1600% | 29 | |
dtp3 | 89.7776% | 42 | 92.0625% | 14 | 92.9202% | 10 | 94.5401% | 7 | 95.9895% | 27 | 96.3049% | 10 | 96.2146% | 17 | |
dtp4 | 89.3224% | 62 | 91.0360% | 74 | 92.0728% | 71 | 93.7677% | 73 | 95.5445% | 67 | 96.0509% | 55 | 95.8735% | 61 | |
dti1 | 90.0283% | 29 | 92.1580% | 8 | 92.8128% | 20 | 94.4941% | 10 | 95.9298% | 36 | 96.2794% | 15 | 96.1719% | 28 | |
dti2 | 89.6344% | 49 | 91.2645% | 62 | 92.3968% | 63 | 94.3338% | 40 | 95.7423% | 56 | 95.8036% | 69 | 96.0031% | 52 | |
dti3 | 89.2371% | 65 | 91.7232% | 46 | 92.8759% | 15 | 94.4719% | 14 | 96.0014% | 24 | 96.3186% | 7 | 96.2231% | 13 | |
dti4 | 88.7477% | 72 | 91.2083% | 66 | 92.3524% | 64 | 93.8171% | 72 | 95.5564% | 66 | 95.8804% | 65 | 95.8224% | 64 | |
dti5 | 88.9899% | 70 | 91.2321% | 63 | 92.4206% | 60 | 94.0013% | 62 | 95.7184% | 57 | 96.1361% | 36 | 95.9418% | 55 | |
dtc | 88.9933% | 69 | 91.2253% | 64 | 92.4087% | 61 | 93.9945% | 65 | 95.7184% | 57 | 96.1378% | 35 | 95.9400% | 56 | |
dte | 90.1016% | 27 | 91.9892% | 21 | 92.8009% | 27 | 94.4634% | 16 | 95.9094% | 39 | 96.3135% | 8 | 96.1873% | 24 | |
dtmnk | 90.4017% | 16 | 92.0540% | 15 | 92.7992% | 29 | 94.4549% | 17 | 95.9332% | 34 | 96.2214% | 21 | 96.1600% | 29 | |
dtch | 89.3224% | 62 | 91.0360% | 74 | 92.0728% | 71 | 93.7677% | 73 | 95.5445% | 67 | 96.0509% | 55 | 95.8735% | 61 | |
dtcan | 90.1749% | 23 | 90.8655% | 76 | 91.1725% | 76 | 92.9953% | 76 | 93.6125% | 77 | 92.9236% | 77 | 93.0771% | 77 | |
dtas | 90.1715% | 24 | 91.9330% | 22 | 92.8060% | 25 | 94.5077% | 8 | 95.9349% | 31 | 96.3049% | 10 | 96.2043% | 20 | |
dtchi | 90.4972% | 6 | 91.8818% | 33 | 92.8077% | 24 | 94.4770% | 13 | 95.9179% | 37 | 96.1549% | 32 | 96.1123% | 42 | |
dtchi2 | 90.4921% | 7 | 91.9244% | 24 | 92.8128% | 20 | 94.4787% | 12 | 95.9162% | 38 | 96.1430% | 33 | 96.1344% | 37 | |
dtbc | 90.4188% | 11 | 91.9142% | 25 | 92.7378% | 36 | 94.4480% | 20 | 95.8906% | 41 | 96.1123% | 42 | 96.0901% | 44 | |
dthl | 90.4716% | 8 | 91.8221% | 41 | 92.7088% | 44 | 94.4208% | 30 | 95.8326% | 51 | 96.1140% | 41 | 96.1157% | 41 | |
dtchr | 90.1715% | 24 | 91.9330% | 22 | 92.8060% | 25 | 94.5077% | 8 | 95.9349% | 31 | 96.3049% | 10 | 96.2043% | 20 | |
dtchr2 | 90.4716% | 8 | 91.8409% | 36 | 92.6883% | 49 | 94.4293% | 28 | 95.8343% | 50 | 96.0935% | 50 | 96.1395% | 36 | |
dtjac | 90.4188% | 11 | 91.9142% | 25 | 92.7378% | 36 | 94.4480% | 20 | 95.8906% | 41 | 96.1123% | 42 | 96.0901% | 44 | |
dtper | 90.4188% | 11 | 91.9142% | 25 | 92.7378% | 36 | 94.4480% | 20 | 95.8906% | 41 | 96.1123% | 42 | 96.0901% | 44 | |
dtse | 89.9993% | 32 | 91.8289% | 39 | 92.7224% | 42 | 94.0968% | 56 | 95.5189% | 69 | 95.6519% | 73 | 95.7525% | 65 | |
dtfr | 90.3915% | 19 | 92.1973% | 6 | 92.8810% | 14 | 94.1752% | 48 | 95.6161% | 61 | 95.8394% | 68 | 95.7081% | 70 | |
dtm | 90.6558% | 5 | 92.2331% | 5 | 92.8094% | 23 | 94.1241% | 54 | 95.7610% | 55 | 95.8855% | 62 | 95.9383% | 57 | |
dtmc | 91.2594% | 2 | 92.8350% | 2 | 93.3397% | 2 | 94.2400% | 46 | 95.1250% | 74 | 95.4916% | 74 | 95.3842% | 74 | |
epw | 89.4895% | 55 | 91.6687% | 50 | 92.6849% | 50 | 94.3236% | 42 | 96.0645% | 6 | 96.3067% | 9 | 96.2691% | 2 | |
gc | 89.4878% | 56 | 91.3822% | 58 | 92.3337% | 66 | 94.1036% | 55 | 95.7832% | 52 | 96.1020% | 48 | 96.2146% | 17 | |
mgc | 89.4827% | 57 | 91.6192% | 54 | 92.6934% | 47 | 94.3372% | 38 | 95.9349% | 31 | 96.0935% | 50 | 96.2163% | 15 | |
ogc | 89.7316% | 44 | 92.0949% | 10 | 92.9253% | 7 | 94.5810% | 3 | 96.0765% | 3 | 96.4056% | 3 | 96.2606% | 4 | |
omgc | 89.9124% | 37 | 92.0915% | 11 | 92.9032% | 11 | 94.6919% | 2 | 96.0543% | 11 | 96.4874% | 2 | 96.1907% | 23 | |
mlr | 90.8263% | 4 | 92.2348% | 4 | 92.8930% | 12 | 94.1496% | 52 | 95.7627% | 53 | 95.8770% | 66 | 96.0236% | 50 | |
svmcmb | 95.9759% | 1 | 96.2043% | 1 | 96.1958% | 1 | 96.3169% | 1 | 96.9222% | 1 | 97.0211% | 1 | 96.9631% | 1 | |
joinedin | 90.1033% | 92.0830% | 92.8265% | 94.4924% | 96.2112% | 96.5778% | 96.4533% | ||||||||
oracle | 92.8554% | 94.3764% | 94.9323% | 96.1668% | 97.3195% | 97.6912% | 97.6009% | ||||||||
cdc | 0.8869 | 0.9161 | 0.9321 | 0.9369 | 0.9513 | 0.9456 | 0.9422 |