Табела SVMoo1234: | Резултати на комбинирањето на четирите множества еден-против-еден SVM класификатори со гаусов кернел за сите четири множества обележја | ||||||||||||||
1000 | R | 2000 | R | 5000 | R | 10000 | R | 30000 | R | сите | R | без.опт | R | ||
FS1 | 83.7926% | 85.4909% | 87.4331% | 89.3974% | 91.7283% | 92.6235% | 92.4274% | ||||||||
FS2 | 87.5183% | 90.0471% | 91.6840% | 93.0345% | 94.6527% | 95.0977% | 94.8573% | ||||||||
FS3 | 86.4731% | 89.3207% | 90.3421% | 92.4155% | 94.5810% | 95.0585% | 94.8453% | ||||||||
FS4 | 89.5168% | 91.6005% | 92.2586% | 94.1172% | 95.5803% | 95.9452% | 94.1241% | ||||||||
vote | 90.8059% | 16 | 92.4411% | 16 | 93.3141% | 16 | 94.8283% | 10 | 95.9741% | 12 | 96.3919% | 9 | 95.8872% | 11 | |
borda | 90.5740% | 18 | 92.2245% | 18 | 93.2067% | 17 | 94.7430% | 15 | 95.9366% | 13 | 96.2981% | 13 | 95.7798% | 14 | |
bks | 91.0923% | 12 | 92.2996% | 17 | 92.9953% | 18 | 94.0542% | 18 | 95.2767% | 22 | 95.3995% | 24 | 95.0875% | 22 | |
bksv | 91.8477% | 7 | 93.1692% | 7 | 93.8768% | 6 | 94.9511% | 8 | 96.0611% | 11 | 96.3408% | 11 | 95.9264% | 9 | |
avg | 91.0514% | 14 | 92.6730% | 13 | 93.5545% | 10 | 94.7737% | 13 | 96.1430% | 7 | 96.4516% | 8 | 95.9707% | 8 | |
prod | 91.0701% | 13 | 92.7156% | 12 | 93.4846% | 13 | 94.6322% | 16 | 96.0765% | 10 | 96.3254% | 12 | 95.9264% | 9 | |
harm | 89.7316% | 23 | 91.5527% | 23 | 92.0353% | 25 | 93.8052% | 22 | 95.3688% | 20 | 95.8394% | 16 | 95.2188% | 21 | |
cprod | 90.9371% | 15 | 92.5946% | 15 | 93.5528% | 11 | 94.7635% | 14 | 96.1003% | 9 | 96.3868% | 10 | 95.9025% | 11 | |
maxmax | 86.0587% | 56 | 87.6803% | 56 | 88.9660% | 57 | 90.6183% | 59 | 92.3422% | 58 | 92.7787% | 59 | 92.1990% | 60 | |
minmax | 85.2948% | 58 | 87.3478% | 57 | 88.7290% | 58 | 90.7769% | 57 | 92.8486% | 56 | 93.4727% | 55 | 92.9918% | 54 | |
med | 90.6848% | 17 | 92.6201% | 14 | 93.4352% | 15 | 94.7976% | 12 | 96.1106% | 8 | 96.4533% | 7 | 96.1583% | 4 | |
adavg3 | 85.0084% | 59 | 87.3256% | 58 | 89.1007% | 56 | 91.2083% | 56 | 93.2954% | 52 | 93.8444% | 51 | 93.0055% | 52 | |
dempp1 | 88.6574% | 42 | 90.0931% | 45 | 90.9406% | 46 | 92.5536% | 45 | 93.4863% | 47 | 94.0712% | 47 | 93.5648% | 47 | |
dempp2 | 88.6403% | 44 | 90.2244% | 42 | 91.1776% | 38 | 92.9356% | 37 | 93.9450% | 38 | 94.5418% | 39 | 93.9638% | 38 | |
dempp3 | 87.9855% | 55 | 89.0018% | 55 | 90.0982% | 54 | 91.9381% | 52 | 92.2211% | 59 | 93.1760% | 57 | 92.6269% | 57 | |
dempp4 | 90.0522% | 22 | 91.6243% | 22 | 92.3831% | 22 | 93.3448% | 26 | 95.1659% | 23 | 95.3245% | 25 | 95.5666% | 17 | |
dempi1 | 77.3403% | 66 | 79.9202% | 64 | 81.5282% | 64 | 83.0508% | 63 | 87.1858% | 60 | 87.9497% | 60 | 86.0110% | 62 | |
dempi2 | 74.0784% | 67 | 75.2907% | 68 | 76.0683% | 67 | 76.8697% | 67 | 79.6133% | 66 | 80.6057% | 67 | 78.1417% | 68 | |
dempi3 | 45.8497% | 71 | 49.0605% | 71 | 53.0300% | 71 | 58.0909% | 71 | 61.1875% | 71 | 61.1841% | 71 | 56.3551% | 73 | |
dempi4 | 82.4455% | 61 | 83.3322% | 61 | 84.2513% | 60 | 84.8771% | 60 | 85.0936% | 63 | 87.5473% | 61 | 87.3973% | 61 | |
dempi5 | 77.6984% | 65 | 79.2842% | 66 | 76.9822% | 66 | 79.0045% | 66 | 77.3045% | 68 | 81.4958% | 66 | 76.8629% | 69 | |
dempc | 70.7926% | 69 | 75.9626% | 67 | 68.3798% | 69 | 71.2836% | 69 | 75.9233% | 69 | 72.4755% | 69 | 84.8447% | 66 | |
dempse | 89.5747% | 26 | 91.1367% | 26 | 92.0898% | 24 | 93.7984% | 23 | 94.9954% | 25 | 95.6775% | 21 | 94.9221% | 23 | |
dempmnk | 88.5943% | 50 | 90.3011% | 36 | 91.0548% | 42 | 92.8964% | 38 | 93.9229% | 39 | 94.6015% | 34 | 94.2605% | 28 | |
dempch | 90.0846% | 21 | 91.6772% | 21 | 92.5536% | 21 | 93.6176% | 24 | 95.3091% | 21 | 95.5257% | 23 | 95.6809% | 16 | |
dempcan | 88.1134% | 52 | 89.8271% | 51 | 89.9874% | 55 | 91.9091% | 53 | 92.9475% | 55 | 93.6142% | 53 | 92.8179% | 55 | |
dempas | 89.5014% | 27 | 91.0599% | 28 | 91.6891% | 28 | 93.0856% | 29 | 94.3048% | 28 | 94.6578% | 30 | 94.1718% | 30 | |
dempchi | 88.5960% | 49 | 89.5168% | 53 | 91.0599% | 41 | 92.2996% | 50 | 93.4676% | 49 | 93.7097% | 52 | 92.2825% | 59 | |
dempchi2 | 88.9319% | 34 | 90.3011% | 36 | 91.3310% | 34 | 93.0549% | 33 | 94.1940% | 33 | 94.7243% | 28 | 93.9604% | 39 | |
dempbc | 88.6625% | 41 | 89.9618% | 48 | 91.0002% | 44 | 92.4615% | 49 | 93.4079% | 51 | 93.9297% | 50 | 92.9936% | 53 | |
demphl | 88.8023% | 37 | 89.9209% | 49 | 91.1401% | 40 | 92.6082% | 41 | 93.8291% | 42 | 94.2366% | 42 | 93.4642% | 49 | |
dempchr | 89.4741% | 30 | 91.0684% | 27 | 91.7096% | 27 | 93.0771% | 30 | 94.3133% | 27 | 94.6731% | 29 | 94.2059% | 29 | |
dempchr2 | 89.0410% | 33 | 90.4785% | 34 | 91.3822% | 33 | 93.0993% | 28 | 94.2451% | 31 | 94.7976% | 27 | 94.1036% | 34 | |
dempjac | 88.6488% | 43 | 90.0454% | 47 | 91.0019% | 43 | 92.5298% | 46 | 93.4505% | 50 | 93.9979% | 49 | 93.2613% | 51 | |
dempper | 88.6710% | 38 | 90.0880% | 46 | 90.9678% | 45 | 92.5775% | 42 | 93.4778% | 48 | 94.0354% | 48 | 93.5153% | 48 | |
dempm | 92.4991% | 5 | 93.0805% | 8 | 93.7694% | 9 | 94.4736% | 17 | 95.5359% | 16 | 95.6092% | 22 | 95.2870% | 20 | |
dempmc | 93.4880% | 4 | 93.9024% | 4 | 94.2571% | 4 | 94.8147% | 11 | 95.5035% | 17 | 95.8463% | 15 | 95.7900% | 13 | |
pprod | 88.2243% | 51 | 89.6685% | 52 | 90.5825% | 51 | 92.2672% | 51 | 93.9672% | 35 | 94.5435% | 38 | 94.1616% | 31 | |
bayes | 91.3072% | 11 | 92.8930% | 9 | 93.5136% | 12 | 94.9016% | 9 | 96.1532% | 6 | 96.4942% | 6 | 96.1191% | 5 | |
fi | 84.1183% | 60 | 86.8704% | 59 | 88.5670% | 59 | 90.6967% | 58 | 93.0055% | 53 | 93.4522% | 56 | 92.4070% | 58 | |
dtp1 | 88.6164% | 47 | 90.1153% | 43 | 90.9252% | 47 | 92.5570% | 43 | 93.5051% | 43 | 94.1292% | 43 | 93.6841% | 41 | |
dtp2 | 88.6642% | 39 | 90.2534% | 40 | 91.1827% | 36 | 92.9526% | 35 | 93.9621% | 36 | 94.5725% | 36 | 94.0576% | 35 | |
dtp3 | 87.9992% | 54 | 89.1672% | 54 | 90.1050% | 53 | 91.7198% | 55 | 92.4684% | 57 | 93.1641% | 58 | 93.2868% | 50 | |
dtp4 | 90.3369% | 19 | 91.8852% | 19 | 92.6065% | 19 | 93.9467% | 19 | 95.3910% | 18 | 95.7849% | 18 | 94.8044% | 24 | |
dti1 | 80.3363% | 63 | 81.9783% | 63 | 82.5461% | 62 | 83.3612% | 62 | 86.5924% | 61 | 87.1671% | 62 | 85.6137% | 64 | |
dti2 | 73.2019% | 68 | 74.1039% | 69 | 74.3717% | 68 | 74.6087% | 68 | 77.4205% | 67 | 77.6609% | 68 | 74.6121% | 70 | |
dti3 | 67.5101% | 70 | 66.2688% | 70 | 60.8243% | 70 | 65.9687% | 70 | 66.0795% | 70 | 63.8850% | 70 | 62.3691% | 72 | |
dti4 | 80.8614% | 62 | 82.1915% | 62 | 84.2359% | 61 | 82.7848% | 64 | 84.4934% | 64 | 85.9718% | 63 | 85.0305% | 65 | |
dti5 | 79.7838% | 64 | 79.3626% | 65 | 77.8433% | 65 | 82.0209% | 65 | 82.8786% | 65 | 83.4413% | 65 | 79.3797% | 67 | |
dtc | 31.6782% | 72 | 39.8595% | 72 | 49.3606% | 72 | 44.8010% | 72 | 56.1317% | 72 | 57.4327% | 72 | 72.4789% | 71 | |
dte | 89.5884% | 25 | 91.2151% | 25 | 91.9500% | 26 | 93.5290% | 25 | 94.6169% | 26 | 95.0534% | 26 | 94.6510% | 26 | |
dtse | 89.6412% | 24 | 91.2697% | 24 | 92.1853% | 23 | 93.8564% | 21 | 95.1267% | 24 | 95.7354% | 20 | 94.6493% | 27 | |
dtmnk | 88.6642% | 39 | 90.2534% | 40 | 91.1827% | 36 | 92.9526% | 35 | 93.9621% | 36 | 94.5725% | 36 | 94.0576% | 35 | |
dtch | 90.3369% | 19 | 91.8852% | 19 | 92.6065% | 19 | 93.9467% | 19 | 95.3910% | 18 | 95.7849% | 18 | 94.8044% | 24 | |
dtcan | 88.0930% | 53 | 89.8987% | 50 | 90.3165% | 52 | 91.8989% | 54 | 92.9646% | 54 | 93.5682% | 54 | 92.6440% | 56 | |
dtas | 89.4946% | 28 | 90.9934% | 29 | 91.6465% | 29 | 93.0669% | 31 | 94.2502% | 29 | 94.6100% | 32 | 94.1548% | 32 | |
dtchi | 88.8807% | 36 | 90.5126% | 33 | 91.1605% | 39 | 92.6338% | 40 | 93.8802% | 41 | 94.2571% | 41 | 93.6466% | 43 | |
dtchi2 | 89.0530% | 32 | 90.3915% | 35 | 91.4453% | 32 | 93.0294% | 34 | 94.1394% | 34 | 94.5981% | 35 | 93.8120% | 40 | |
dtbc | 88.6164% | 47 | 90.1153% | 43 | 90.9252% | 47 | 92.5570% | 43 | 93.5051% | 43 | 94.1292% | 43 | 93.6841% | 41 | |
dthl | 88.9080% | 35 | 90.5262% | 32 | 91.1963% | 35 | 92.6832% | 39 | 93.8956% | 40 | 94.2809% | 40 | 93.6296% | 44 | |
dtchr | 89.4946% | 28 | 90.9934% | 29 | 91.6465% | 29 | 93.0669% | 31 | 94.2502% | 29 | 94.6100% | 32 | 94.1548% | 32 | |
dtchr2 | 89.1877% | 31 | 90.9030% | 31 | 91.5169% | 31 | 93.1180% | 27 | 94.2127% | 32 | 94.6117% | 31 | 94.0098% | 37 | |
dtjac | 88.6318% | 45 | 90.2670% | 38 | 90.8894% | 49 | 92.4939% | 47 | 93.5051% | 43 | 94.0746% | 45 | 93.5835% | 45 | |
dtper | 88.6318% | 45 | 90.2670% | 38 | 90.8894% | 49 | 92.4939% | 47 | 93.5051% | 43 | 94.0746% | 45 | 93.5835% | 45 | |
dtm | 95.4524% | 1 | 95.4728% | 1 | 95.6246% | 1 | 96.1805% | 2 | 96.5573% | 1 | 96.7602% | 2 | 96.5573% | 2 | |
dtmc | 94.3065% | 3 | 94.4668% | 3 | 94.6254% | 3 | 95.1011% | 5 | 95.5479% | 15 | 95.8036% | 17 | 95.3381% | 19 | |
gco | 91.6652% | 9 | 92.7480% | 11 | 93.4369% | 14 | 94.9579% | 7 | 95.8258% | 14 | 96.1805% | 14 | 95.7610% | 15 | |
mgco | 85.5659% | 57 | 85.3750% | 60 | 81.8470% | 63 | 84.1677% | 61 | 85.6785% | 62 | 85.7876% | 64 | 85.8507% | 63 | |
mlr | 95.3842% | 2 | 95.4183% | 2 | 95.6127% | 2 | 96.1873% | 1 | 96.5505% | 2 | 96.7176% | 4 | 96.5027% | 3 | |
ogc | 91.9176% | 6 | 93.4693% | 5 | 94.0490% | 5 | 95.3654% | 3 | 96.5079% | 3 | 96.9052% | 1 | 95.9980% | 7 | |
omgc | 91.8409% | 8 | 93.2118% | 6 | 93.8325% | 7 | 95.0517% | 6 | 96.1617% | 5 | 96.5539% | 5 | 96.0304% | 6 | |
ogco | 91.6022% | 10 | 92.8930% | 9 | 93.7762% | 8 | 95.1898% | 4 | 96.2726% | 4 | 96.7568% | 3 | 95.5240% | 18 | |
joinedin | 90.9644% | 92.4257% | 94.2264% | 95.7917% | 97.0126% | 97.2002% | 96.8608% | ||||||||
oracle | 95.8394% | 96.6681% | 97.0586% | 97.8362% | 98.3443% | 98.5915% | 98.4108% | ||||||||
cdc | 0.6583 | 0.6112 | 0.6975 | 0.6937 | 0.825 | 0.8221 | 0.7672 |