Табела SVMoo123: | Резултати на комбинирањето на трите множества еден-против-еден SVM класификатори со гаусов кернел за првото, второто и третото множество 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% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
vote | 89.0717% | 14 | 90.9678% | 15 | 92.1188% | 15 | 93.7643% | 12 | 95.2716% | 10 | 95.7099% | 5 | 95.5445% | 7 | |
borda | 88.8091% | 16 | 90.7939% | 17 | 92.0438% | 17 | 93.7353% | 14 | 95.2222% | 11 | 95.6485% | 8 | 95.4762% | 12 | |
bks | 90.1426% | 8 | 91.6772% | 9 | 92.6065% | 9 | 93.5904% | 16 | 95.1233% | 13 | 95.4217% | 15 | 95.3501% | 15 | |
bksv | 90.2261% | 6 | 91.7897% | 7 | 92.7241% | 6 | 93.7558% | 13 | 95.3057% | 8 | 95.5717% | 10 | 95.5206% | 9 | |
avg | 89.4724% | 12 | 91.4487% | 11 | 92.5553% | 10 | 93.8939% | 7 | 95.4831% | 2 | 95.7968% | 3 | 95.5905% | 6 | |
prod | 89.5475% | 11 | 91.4146% | 12 | 92.4615% | 13 | 93.8171% | 10 | 95.4012% | 6 | 95.7030% | 6 | 95.5104% | 10 | |
harm | 88.0878% | 25 | 90.1067% | 23 | 90.8604% | 22 | 92.9748% | 19 | 94.6117% | 17 | 95.1557% | 16 | 94.9596% | 21 | |
cprod | 89.2661% | 13 | 91.3327% | 13 | 92.4991% | 12 | 93.8734% | 8 | 95.4063% | 5 | 95.6877% | 7 | 95.4660% | 13 | |
maxmax | 86.4219% | 53 | 87.9361% | 55 | 89.2968% | 43 | 90.8041% | 55 | 92.4991% | 46 | 92.8623% | 47 | 92.5229% | 51 | |
minmax | 85.6717% | 56 | 87.8355% | 56 | 88.9575% | 54 | 91.0036% | 52 | 92.9833% | 35 | 93.6228% | 30 | 93.4574% | 30 | |
med | 88.3487% | 20 | 90.7717% | 18 | 91.9705% | 18 | 93.6006% | 15 | 95.1693% | 12 | 95.6416% | 9 | 95.5666% | 7 | |
adavg3 | 85.0868% | 59 | 87.4552% | 57 | 89.2115% | 45 | 91.2662% | 37 | 93.3312% | 28 | 93.8512% | 27 | 93.5904% | 29 | |
dempp1 | 86.7732% | 41 | 88.3658% | 46 | 89.1314% | 50 | 91.0667% | 48 | 92.2706% | 50 | 92.7992% | 50 | 92.6372% | 49 | |
dempp2 | 86.7101% | 47 | 88.4800% | 42 | 89.3752% | 42 | 91.2577% | 38 | 92.6372% | 44 | 93.0669% | 46 | 92.8418% | 46 | |
dempp3 | 85.6273% | 57 | 86.7271% | 59 | 87.8969% | 58 | 90.0607% | 58 | 90.6098% | 59 | 90.7888% | 60 | 90.7087% | 60 | |
dempp4 | 88.1919% | 22 | 90.3199% | 22 | 90.6729% | 25 | 91.8630% | 27 | 94.1087% | 25 | 94.0269% | 26 | 95.0960% | 20 | |
dempi1 | 75.9813% | 65 | 78.8937% | 64 | 80.5767% | 64 | 81.6202% | 63 | 85.2914% | 61 | 85.4824% | 62 | 85.3937% | 63 | |
dempi2 | 72.9206% | 67 | 74.5524% | 67 | 74.9804% | 66 | 75.8193% | 67 | 78.0121% | 66 | 79.2859% | 67 | 78.0343% | 68 | |
dempi3 | 44.5299% | 71 | 47.7987% | 71 | 52.0070% | 70 | 59.8830% | 71 | 62.6863% | 71 | 62.8415% | 70 | 63.1842% | 72 | |
dempi4 | 80.8239% | 61 | 81.6083% | 61 | 82.6518% | 62 | 82.9605% | 61 | 82.8650% | 64 | 86.0263% | 61 | 86.1525% | 62 | |
dempi5 | 75.1424% | 66 | 78.0002% | 66 | 74.2915% | 67 | 76.7520% | 66 | 73.7442% | 69 | 80.3704% | 66 | 75.9643% | 69 | |
dempc | 65.9039% | 69 | 71.6247% | 69 | 57.5862% | 69 | 62.2975% | 70 | 75.0998% | 68 | 69.9246% | 69 | 80.4607% | 66 | |
dempse | 88.1083% | 24 | 89.8748% | 25 | 90.7018% | 24 | 92.4837% | 23 | 94.1241% | 24 | 94.8232% | 22 | 94.4412% | 26 | |
dempmnk | 86.5976% | 52 | 88.5295% | 39 | 89.2303% | 44 | 91.1588% | 43 | 92.6031% | 45 | 93.1590% | 42 | 93.0464% | 40 | |
dempch | 88.2004% | 21 | 90.3574% | 21 | 90.8314% | 23 | 92.1069% | 24 | 94.2537% | 22 | 94.2690% | 25 | 95.2546% | 17 | |
dempcan | 86.0979% | 55 | 87.9685% | 54 | 88.2004% | 57 | 90.2602% | 56 | 91.4248% | 57 | 92.2501% | 58 | 91.8750% | 57 | |
dempas | 87.6769% | 28 | 89.3121% | 30 | 90.0044% | 31 | 91.6993% | 30 | 93.1112% | 30 | 93.4676% | 36 | 93.3073% | 35 | |
dempchi | 86.8090% | 40 | 88.1714% | 52 | 89.5014% | 38 | 91.1025% | 44 | 92.4257% | 47 | 92.5639% | 56 | 91.8784% | 56 | |
dempchi2 | 87.0221% | 39 | 88.7136% | 37 | 89.7333% | 35 | 91.6005% | 34 | 92.9202% | 37 | 93.5494% | 33 | 93.3721% | 32 | |
dempbc | 86.7493% | 45 | 88.2976% | 51 | 89.1450% | 46 | 91.0156% | 50 | 92.1819% | 53 | 92.6184% | 55 | 92.1734% | 55 | |
demphl | 87.0767% | 38 | 88.5516% | 38 | 89.6395% | 36 | 91.3225% | 36 | 92.7497% | 39 | 93.1914% | 41 | 92.8554% | 44 | |
dempchr | 87.6769% | 28 | 89.3531% | 29 | 90.0164% | 28 | 91.6806% | 31 | 93.0993% | 31 | 93.4710% | 35 | 93.3550% | 33 | |
dempchr2 | 87.1568% | 34 | 88.8603% | 35 | 89.8254% | 32 | 91.6652% | 32 | 93.0038% | 34 | 93.6159% | 31 | 93.4403% | 31 | |
dempjac | 86.7391% | 46 | 88.3641% | 47 | 89.1450% | 46 | 91.0531% | 49 | 92.2262% | 52 | 92.7395% | 54 | 92.4155% | 54 | |
dempper | 86.7647% | 42 | 88.3726% | 45 | 89.1280% | 51 | 91.0957% | 47 | 92.2552% | 51 | 92.7668% | 51 | 92.5877% | 50 | |
dempm | 90.9474% | 5 | 91.7556% | 8 | 92.6952% | 8 | 93.3499% | 18 | 94.5589% | 19 | 94.5418% | 23 | 94.5879% | 22 | |
dempmc | 92.3661% | 4 | 92.7941% | 4 | 93.2101% | 4 | 93.8581% | 9 | 94.5793% | 18 | 94.9442% | 18 | 95.2068% | 19 | |
pprod | 87.6445% | 30 | 89.2661% | 31 | 90.1443% | 27 | 91.9636% | 26 | 93.7182% | 26 | 94.2707% | 24 | 94.1241% | 27 | |
bayes | 88.8074% | 17 | 90.8485% | 16 | 92.0762% | 16 | 93.5904% | 16 | 95.0056% | 15 | 95.5700% | 11 | 95.5001% | 11 | |
fi | 84.5582% | 60 | 87.1824% | 58 | 88.8637% | 55 | 91.0122% | 51 | 93.1607% | 29 | 93.5972% | 32 | 93.3278% | 34 | |
dtp1 | 86.7595% | 43 | 88.3419% | 48 | 89.1331% | 48 | 91.0991% | 45 | 92.3098% | 48 | 92.8520% | 48 | 92.6986% | 47 | |
dtp2 | 86.6982% | 50 | 88.5005% | 40 | 89.3769% | 40 | 91.2509% | 39 | 92.6508% | 41 | 93.0925% | 44 | 92.9100% | 42 | |
dtp3 | 85.5028% | 58 | 86.6044% | 60 | 87.6599% | 59 | 89.4230% | 59 | 90.2619% | 60 | 90.8655% | 59 | 91.0991% | 59 | |
dtp4 | 88.6778% | 18 | 90.3676% | 19 | 91.3038% | 19 | 92.8793% | 20 | 94.2929% | 20 | 94.8880% | 20 | 94.5538% | 23 | |
dti1 | 78.5663% | 63 | 80.5426% | 63 | 81.4889% | 63 | 81.7379% | 62 | 84.8413% | 62 | 85.0135% | 63 | 85.1038% | 64 | |
dti2 | 72.1038% | 68 | 73.2122% | 68 | 73.3366% | 68 | 73.5566% | 68 | 76.2575% | 67 | 75.6829% | 68 | 74.6513% | 70 | |
dti3 | 62.0383% | 70 | 60.3127% | 70 | 49.7852% | 71 | 64.9763% | 69 | 65.8169% | 70 | 60.7970% | 71 | 60.0433% | 73 | |
dti4 | 80.2408% | 62 | 81.3798% | 62 | 82.8701% | 61 | 80.7370% | 64 | 83.0611% | 63 | 84.8413% | 64 | 84.2393% | 65 | |
dti5 | 78.5254% | 64 | 78.2884% | 65 | 75.6113% | 65 | 78.5135% | 65 | 80.7267% | 65 | 82.5120% | 65 | 78.8511% | 67 | |
dtc | 30.6773% | 72 | 39.8407% | 72 | 46.7739% | 72 | 43.6586% | 72 | 55.7617% | 72 | 53.3745% | 72 | 72.3101% | 71 | |
dte | 87.5746% | 31 | 89.5270% | 26 | 90.2176% | 26 | 91.9841% | 25 | 93.3891% | 27 | 93.8137% | 28 | 93.7847% | 28 | |
dtse | 88.1458% | 23 | 89.8936% | 24 | 90.8689% | 21 | 92.5417% | 22 | 94.2264% | 23 | 94.8914% | 19 | 94.4890% | 25 | |
dtmnk | 86.6982% | 50 | 88.5005% | 40 | 89.3769% | 40 | 91.2509% | 39 | 92.6508% | 41 | 93.0925% | 44 | 92.9100% | 42 | |
dtch | 88.6778% | 18 | 90.3676% | 19 | 91.3038% | 19 | 92.8793% | 20 | 94.2929% | 20 | 94.8880% | 20 | 94.5538% | 23 | |
dtcan | 86.0996% | 54 | 87.9992% | 53 | 88.4169% | 56 | 90.1187% | 57 | 91.5646% | 56 | 92.2672% | 57 | 91.6141% | 58 | |
dtas | 87.7417% | 26 | 89.3821% | 27 | 90.0061% | 29 | 91.7096% | 28 | 93.0379% | 32 | 93.4284% | 37 | 93.2579% | 36 | |
dtchi | 87.1261% | 37 | 88.9728% | 34 | 89.4792% | 39 | 91.1673% | 42 | 92.6457% | 43 | 93.1334% | 43 | 92.8537% | 45 | |
dtchi2 | 87.1568% | 34 | 88.7938% | 36 | 89.7879% | 33 | 91.6397% | 33 | 92.9305% | 36 | 93.3994% | 39 | 93.0635% | 39 | |
dtbc | 86.7595% | 43 | 88.3419% | 48 | 89.1331% | 48 | 91.0991% | 45 | 92.3098% | 48 | 92.8520% | 48 | 92.6986% | 47 | |
dthl | 87.1585% | 33 | 88.9762% | 33 | 89.5287% | 37 | 91.2185% | 41 | 92.7105% | 40 | 93.2152% | 40 | 92.9168% | 41 | |
dtchr | 87.7417% | 26 | 89.3821% | 27 | 90.0061% | 29 | 91.7096% | 28 | 93.0379% | 32 | 93.4284% | 37 | 93.2579% | 36 | |
dtchr2 | 87.1296% | 36 | 89.0615% | 32 | 89.7504% | 34 | 91.5391% | 35 | 92.8827% | 38 | 93.4898% | 34 | 93.2425% | 38 | |
dtjac | 86.7033% | 48 | 88.4698% | 43 | 89.0308% | 52 | 90.8553% | 53 | 92.1444% | 54 | 92.7531% | 52 | 92.5042% | 52 | |
dtper | 86.7033% | 48 | 88.4698% | 43 | 89.0308% | 52 | 90.8553% | 53 | 92.1444% | 54 | 92.7531% | 52 | 92.5042% | 52 | |
dtm | 93.7438% | 2 | 93.8853% | 1 | 94.2110% | 2 | 94.7209% | 2 | 95.4149% | 4 | 95.5462% | 12 | 95.7235% | 4 | |
dtmc | 93.2783% | 3 | 93.4522% | 3 | 93.6637% | 3 | 94.2826% | 3 | 94.6186% | 16 | 95.0005% | 17 | 95.2461% | 18 | |
gco | 90.1801% | 7 | 91.5970% | 10 | 92.5315% | 11 | 93.9467% | 6 | 95.0585% | 14 | 95.4780% | 14 | 95.2563% | 16 | |
mgco | 87.5286% | 32 | 88.3163% | 50 | 87.0835% | 60 | 86.9642% | 60 | 91.1008% | 58 | 93.6858% | 29 | 90.4444% | 61 | |
mlr | 93.8274% | 1 | 93.8751% | 2 | 94.2213% | 1 | 94.7464% | 1 | 95.3859% | 7 | 95.5359% | 13 | 95.6911% | 5 | |
ogc | 89.7111% | 10 | 91.9244% | 5 | 92.8793% | 5 | 94.2025% | 4 | 95.6382% | 1 | 95.8667% | 2 | 95.8582% | 2 | |
omgc | 89.7657% | 9 | 91.8289% | 6 | 92.7071% | 7 | 94.0951% | 5 | 95.4558% | 3 | 95.9094% | 1 | 95.7849% | 3 | |
ogco | 88.9336% | 15 | 91.1963% | 14 | 92.2961% | 14 | 93.7864% | 11 | 95.2938% | 9 | 95.7116% | 4 | 95.4268% | 14 | |
joinedin | 89.8527% | 92.0114% | 92.7480% | 94.5947% | 96.1515% | 96.2487% | 96.0048% | ||||||||
oracle | 93.9536% | 95.1454% | 95.8991% | 96.8352% | 97.6213% | 97.9180% | 97.9061% | ||||||||
cdc | 0.4888 | 0.5066 | 0.588 | 0.598 | 0.674 | 0.6993 | 0.6773 |