Табела SVMoo13: | Резултати на комбинирањето на двете множества еден-против-еден 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 | 83.7926% | 85.4909% | 87.4331% | 89.3974% | 91.7283% | 92.6235% | 92.4274% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
FS3 | 86.4731% | 89.3207% | 90.3421% | 92.4155% | 94.5810% | 95.0585% | 94.8453% | ||||||||
- | - | - | - | - | - | - | - | ||||||||
vote | 86.9113% | 18 | 88.6966% | 16 | 90.0095% | 16 | 91.9125% | 16 | 93.9553% | 13 | 94.4736% | 12 | 94.3355% | 15 | |
borda | 86.5293% | 22 | 88.4528% | 20 | 89.8186% | 17 | 91.8562% | 17 | 93.7899% | 14 | 94.3577% | 14 | 94.1991% | 17 | |
bks | 88.1134% | 8 | 90.1170% | 7 | 91.1179% | 6 | 92.7975% | 5 | 94.4685% | 6 | 95.1352% | 2 | 94.9408% | 3 | |
bksv | 88.1168% | 7 | 90.1187% | 6 | 91.1196% | 5 | 92.7975% | 5 | 94.4804% | 4 | 95.1574% | 1 | 94.9425% | 2 | |
avg | 87.3359% | 14 | 89.2371% | 12 | 90.4461% | 12 | 92.3916% | 10 | 94.2997% | 9 | 94.7021% | 8 | 94.4071% | 12 | |
prod | 87.4024% | 13 | 89.2201% | 14 | 90.3574% | 15 | 92.3627% | 14 | 94.2434% | 12 | 94.7038% | 7 | 94.3832% | 14 | |
harm | 86.1116% | 24 | 87.6888% | 25 | 89.0069% | 23 | 91.3651% | 20 | 93.5239% | 17 | 94.2349% | 15 | 93.9808% | 18 | |
cprod | 87.2694% | 17 | 89.1826% | 15 | 90.3932% | 14 | 92.3865% | 12 | 94.2741% | 11 | 94.6748% | 10 | 94.3832% | 14 | |
maxmax | 86.6862% | 21 | 88.2891% | 23 | 89.3360% | 22 | 91.1230% | 24 | 92.8299% | 26 | 93.2749% | 29 | 93.0396% | 31 | |
minmax | 85.6938% | 26 | 87.9293% | 24 | 88.9899% | 24 | 91.1571% | 23 | 93.0089% | 25 | 93.5852% | 25 | 93.5000% | 26 | |
med | 87.3359% | 14 | 89.2371% | 12 | 90.4461% | 12 | 92.3916% | 10 | 94.2997% | 9 | 94.7021% | 8 | 94.4071% | 12 | |
adavg3 | 84.9129% | 35 | 87.3546% | 29 | 88.9524% | 25 | 91.1025% | 25 | 93.2630% | 22 | 93.7660% | 20 | 93.6108% | 24 | |
dempp1 | 84.0876% | 47 | 85.3613% | 50 | 86.1218% | 52 | 88.2942% | 51 | 89.8987% | 50 | 90.6132% | 51 | 90.6081% | 52 | |
dempp2 | 84.1183% | 45 | 85.3750% | 47 | 86.2565% | 48 | 88.3794% | 48 | 90.0368% | 47 | 90.6797% | 48 | 90.7172% | 47 | |
dempp3 | 82.6416% | 60 | 83.9682% | 60 | 84.6537% | 60 | 86.7203% | 60 | 87.5575% | 59 | 87.4910% | 60 | 88.1458% | 61 | |
dempp4 | 85.2215% | 30 | 87.0068% | 30 | 88.1373% | 30 | 89.6685% | 31 | 91.9227% | 30 | 92.1649% | 31 | 93.6927% | 22 | |
dempi1 | 72.6819% | 65 | 76.5491% | 64 | 78.7419% | 64 | 78.7368% | 63 | 83.6118% | 61 | 84.3877% | 61 | 84.1063% | 63 | |
dempi2 | 68.8606% | 66 | 71.7236% | 66 | 73.3605% | 66 | 73.0621% | 66 | 76.0205% | 66 | 78.1741% | 66 | 77.1527% | 68 | |
dempi3 | 41.4351% | 71 | 46.5914% | 71 | 53.6797% | 70 | 55.9493% | 71 | 58.3467% | 72 | 61.8934% | 69 | 61.7689% | 73 | |
dempi4 | 75.3913% | 62 | 76.6514% | 63 | 79.2705% | 63 | 79.4138% | 61 | 80.0379% | 64 | 83.5419% | 63 | 84.2189% | 62 | |
dempi5 | 65.8033% | 68 | 69.1573% | 68 | 70.2912% | 68 | 72.2846% | 67 | 70.4566% | 68 | 76.3888% | 67 | 72.4960% | 70 | |
dempc | 63.9924% | 69 | 66.4308% | 69 | 56.2170% | 69 | 58.8736% | 70 | 67.6994% | 69 | 60.7237% | 70 | 83.7073% | 64 | |
dempse | 85.7893% | 25 | 87.6616% | 26 | 88.1697% | 28 | 90.3693% | 28 | 92.5570% | 28 | 93.4966% | 27 | 93.1487% | 29 | |
dempmnk | 84.3621% | 40 | 85.7501% | 40 | 86.3998% | 43 | 88.6864% | 42 | 90.2005% | 44 | 91.0974% | 42 | 91.3447% | 40 | |
dempch | 85.2164% | 32 | 86.9812% | 31 | 88.3249% | 27 | 89.9465% | 29 | 92.1819% | 29 | 92.5673% | 30 | 93.9553% | 19 | |
dempcan | 83.3919% | 57 | 84.9913% | 57 | 85.4381% | 58 | 87.7212% | 56 | 89.0615% | 58 | 90.2176% | 57 | 90.3830% | 55 | |
dempas | 85.2403% | 29 | 86.9181% | 33 | 87.2864% | 36 | 89.4571% | 36 | 91.1639% | 34 | 91.6380% | 34 | 91.7352% | 35 | |
dempchi | 82.9758% | 58 | 84.3297% | 58 | 85.7092% | 56 | 87.5695% | 58 | 89.8902% | 51 | 89.8476% | 58 | 89.1945% | 59 | |
dempchi2 | 83.8267% | 54 | 85.2096% | 52 | 86.6282% | 41 | 88.7870% | 41 | 90.5518% | 41 | 91.2475% | 38 | 91.2799% | 42 | |
dempbc | 83.8574% | 53 | 84.9998% | 56 | 85.9649% | 55 | 87.9651% | 55 | 89.6907% | 56 | 90.2227% | 56 | 89.7691% | 58 | |
demphl | 83.6323% | 55 | 85.1516% | 53 | 86.2054% | 49 | 88.1595% | 53 | 90.3727% | 43 | 90.5876% | 52 | 90.5535% | 53 | |
dempchr | 85.2215% | 30 | 86.9283% | 32 | 87.3069% | 35 | 89.4929% | 33 | 91.1929% | 33 | 91.6721% | 33 | 91.8289% | 34 | |
dempchr2 | 84.1149% | 46 | 85.5523% | 43 | 86.7647% | 38 | 88.8773% | 40 | 90.6234% | 39 | 91.1213% | 41 | 91.6022% | 38 | |
dempjac | 83.9443% | 52 | 85.1465% | 54 | 86.0451% | 54 | 88.1407% | 54 | 89.8305% | 55 | 90.4597% | 54 | 90.1460% | 56 | |
dempper | 84.0637% | 50 | 85.3170% | 51 | 86.1201% | 53 | 88.2652% | 52 | 89.8868% | 52 | 90.5825% | 53 | 90.5040% | 54 | |
dempm | 88.5158% | 5 | 89.8595% | 8 | 90.9644% | 8 | 92.0063% | 15 | 93.3414% | 20 | 93.3516% | 28 | 93.4488% | 27 | |
dempmc | 90.5143% | 4 | 91.1025% | 4 | 91.6260% | 4 | 92.5366% | 9 | 93.5835% | 16 | 93.8956% | 19 | 94.4583% | 11 | |
pprod | 86.4799% | 23 | 88.3692% | 22 | 89.4486% | 19 | 91.5254% | 19 | 93.2476% | 23 | 93.7643% | 21 | 93.6517% | 23 | |
bayes | 87.8832% | 9 | 89.6412% | 10 | 90.8706% | 9 | 92.7156% | 8 | 94.6117% | 2 | 94.9766% | 3 | 94.7959% | 5 | |
fi | 84.7389% | 36 | 87.3973% | 28 | 88.9217% | 26 | 91.0190% | 26 | 93.2937% | 21 | 93.7609% | 22 | 93.5528% | 25 | |
dtp1 | 84.0842% | 48 | 85.3698% | 48 | 86.1661% | 50 | 88.3487% | 49 | 89.9260% | 48 | 90.6660% | 49 | 90.7001% | 50 | |
dtp2 | 84.1421% | 43 | 85.4278% | 44 | 86.2957% | 44 | 88.4101% | 44 | 90.0846% | 45 | 90.7735% | 44 | 90.8792% | 44 | |
dtp3 | 82.7286% | 59 | 83.9989% | 59 | 84.7304% | 59 | 86.8107% | 59 | 87.4177% | 60 | 87.9719% | 59 | 89.0700% | 60 | |
dtp4 | 86.6947% | 19 | 88.5244% | 18 | 89.3411% | 20 | 91.3208% | 21 | 93.5221% | 18 | 94.1207% | 16 | 93.7165% | 20 | |
dti1 | 75.2652% | 63 | 78.2185% | 61 | 79.5024% | 62 | 78.9073% | 62 | 83.0747% | 62 | 83.6238% | 62 | 83.6459% | 65 | |
dti2 | 68.1581% | 67 | 70.3935% | 67 | 71.5872% | 67 | 70.5794% | 68 | 74.3307% | 67 | 73.7322% | 68 | 72.6750% | 69 | |
dti3 | 60.1354% | 70 | 57.6612% | 70 | 53.4273% | 71 | 62.2890% | 69 | 60.8413% | 71 | 58.0329% | 72 | 63.9771% | 72 | |
dti4 | 76.2678% | 61 | 77.9883% | 62 | 79.9321% | 61 | 78.3907% | 64 | 80.7199% | 63 | 82.5257% | 64 | 82.8104% | 66 | |
dti5 | 74.4330% | 64 | 74.3393% | 65 | 74.4211% | 65 | 77.0794% | 65 | 78.4487% | 65 | 80.7660% | 65 | 77.3557% | 67 | |
dtc | 38.4067% | 72 | 42.3729% | 72 | 52.6583% | 72 | 42.5604% | 72 | 64.2363% | 70 | 58.8992% | 71 | 72.4653% | 71 | |
dte | 85.2624% | 28 | 86.8601% | 36 | 87.5814% | 32 | 89.8118% | 30 | 91.2918% | 32 | 91.8647% | 32 | 92.1154% | 33 | |
dtse | 85.6802% | 27 | 87.5064% | 27 | 88.1475% | 29 | 90.3915% | 27 | 92.5604% | 27 | 93.5682% | 26 | 93.0959% | 30 | |
dtmnk | 84.1421% | 43 | 85.4278% | 44 | 86.2957% | 44 | 88.4101% | 44 | 90.0846% | 45 | 90.7735% | 44 | 90.8792% | 44 | |
dtch | 86.6947% | 19 | 88.5244% | 18 | 89.3411% | 20 | 91.3208% | 21 | 93.5221% | 18 | 94.1207% | 16 | 93.7165% | 20 | |
dtcan | 83.4226% | 56 | 85.1311% | 55 | 85.6017% | 57 | 87.6479% | 57 | 89.1996% | 57 | 90.2619% | 55 | 89.8015% | 57 | |
dtas | 85.1806% | 33 | 86.9181% | 33 | 87.3137% | 33 | 89.4861% | 34 | 91.0991% | 35 | 91.5885% | 35 | 91.7249% | 36 | |
dtchi | 84.4798% | 39 | 86.2429% | 38 | 86.7306% | 40 | 88.9507% | 39 | 90.6166% | 40 | 91.1980% | 40 | 91.2594% | 43 | |
dtchi2 | 84.0245% | 51 | 85.3869% | 46 | 86.6146% | 42 | 88.6693% | 43 | 90.4648% | 42 | 90.8826% | 43 | 90.8348% | 46 | |
dtbc | 84.0842% | 48 | 85.3698% | 48 | 86.1661% | 50 | 88.3487% | 49 | 89.9260% | 48 | 90.6660% | 49 | 90.7001% | 50 | |
dthl | 84.5019% | 38 | 86.2344% | 39 | 86.7630% | 39 | 88.9899% | 38 | 90.6831% | 37 | 91.2270% | 39 | 91.3293% | 41 | |
dtchr | 85.1806% | 33 | 86.9181% | 33 | 87.3137% | 33 | 89.4861% | 34 | 91.0991% | 35 | 91.5885% | 35 | 91.7249% | 36 | |
dtchr2 | 84.6759% | 37 | 86.3469% | 37 | 87.0631% | 37 | 89.1996% | 37 | 90.6285% | 38 | 91.3839% | 37 | 91.5237% | 39 | |
dtjac | 84.1592% | 41 | 85.6768% | 41 | 86.2599% | 46 | 88.4016% | 46 | 89.8390% | 53 | 90.7206% | 46 | 90.7018% | 48 | |
dtper | 84.1592% | 41 | 85.6768% | 41 | 86.2599% | 46 | 88.4016% | 46 | 89.8390% | 53 | 90.7206% | 46 | 90.7018% | 48 | |
dtm | 90.9508% | 3 | 91.8187% | 1 | 92.5417% | 1 | 93.3909% | 2 | 94.4702% | 5 | 94.4804% | 11 | 94.6100% | 7 | |
dtmc | 91.2952% | 1 | 91.7352% | 3 | 91.9602% | 3 | 92.8162% | 4 | 93.6961% | 15 | 94.0422% | 18 | 94.6049% | 8 | |
gco | 87.2881% | 16 | 88.5704% | 17 | 89.6822% | 18 | 91.5357% | 18 | 93.1231% | 24 | 93.6807% | 23 | 93.4488% | 27 | |
mgco | 87.6292% | 12 | 88.4374% | 21 | 88.0384% | 31 | 89.6429% | 32 | 91.9193% | 31 | 93.6552% | 24 | 92.1529% | 32 | |
mlr | 90.9559% | 2 | 91.7573% | 2 | 92.5246% | 2 | 93.4471% | 1 | 94.3781% | 7 | 94.3867% | 13 | 94.5896% | 9 | |
ogc | 87.7809% | 10 | 89.8254% | 9 | 90.9815% | 7 | 92.9663% | 3 | 94.6748% | 1 | 94.9749% | 4 | 94.8522% | 4 | |
omgc | 88.3607% | 6 | 90.1613% | 5 | 90.6098% | 11 | 92.3678% | 13 | 94.3764% | 8 | 94.7345% | 5 | 94.6748% | 6 | |
ogco | 87.7264% | 11 | 89.4656% | 11 | 90.7359% | 10 | 92.7480% | 7 | 94.5589% | 3 | 94.7260% | 6 | 94.4873% | 10 | |
joinedin | 87.7161% | 89.7555% | 90.7939% | 92.8486% | 94.9732% | 95.3228% | 95.2478% | ||||||||
oracle | 90.8195% | 92.5673% | 93.2289% | 94.9749% | 96.2504% | 96.5897% | 96.5999% | ||||||||
cdc | 0.9181 | 0.9279 | 0.9436 | 0.9369 | 0.9567 | 0.9607 | 0.953 |