Табела SVMoo34: | Резултати на комбинирањето на двете множества еден-против-еден SVM класификатори со гаусов кернел за третото и четвртото множество обележја | ||||||||||||||
1000 | R | 2000 | R | 5000 | R | 10000 | R | 30000 | R | сите | R | без.опт | R | ||
- | - | - | - | - | - | - | - | ||||||||
- | - | - | - | - | - | - | - | ||||||||
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 | 90.1698% | 20 | 92.0711% | 20 | 92.6815% | 20 | 94.3355% | 17 | 95.8497% | 14 | 96.2078% | 11 | 95.0500% | 19 | |
borda | 89.8322% | 26 | 91.8443% | 23 | 92.4633% | 21 | 94.1633% | 19 | 95.6843% | 16 | 95.9827% | 15 | 94.9749% | 21 | |
bks | 90.7752% | 14 | 92.4667% | 16 | 92.7872% | 16 | 94.4566% | 16 | 95.6365% | 19 | 95.9469% | 17 | 95.5104% | 9 | |
bksv | 90.7735% | 15 | 92.4718% | 15 | 92.7941% | 15 | 94.4634% | 15 | 95.6416% | 18 | 95.9673% | 16 | 95.5240% | 8 | |
avg | 91.4470% | 9 | 93.0942% | 9 | 93.4386% | 8 | 95.1915% | 7 | 96.4107% | 3 | 96.6937% | 2 | 95.9946% | 3 | |
prod | 91.5186% | 8 | 93.0959% | 8 | 93.4284% | 10 | 95.1659% | 9 | 96.3936% | 6 | 96.6187% | 5 | 95.9776% | 5 | |
harm | 90.7155% | 17 | 92.5656% | 12 | 92.7344% | 19 | 94.5589% | 14 | 96.0748% | 9 | 96.4635% | 7 | 95.4234% | 12 | |
cprod | 91.3208% | 11 | 93.0345% | 11 | 93.3653% | 11 | 95.1335% | 10 | 96.4073% | 5 | 96.6596% | 4 | 95.9741% | 6 | |
maxmax | 89.1007% | 40 | 90.6336% | 40 | 91.6056% | 33 | 93.2084% | 35 | 94.7277% | 31 | 95.0005% | 31 | 94.7584% | 24 | |
minmax | 88.5346% | 53 | 90.6558% | 39 | 91.5135% | 35 | 93.3278% | 28 | 95.0431% | 27 | 95.4882% | 27 | 94.9153% | 22 | |
med | 91.4470% | 9 | 93.0942% | 9 | 93.4386% | 8 | 95.1915% | 7 | 96.4107% | 3 | 96.6937% | 2 | 95.9946% | 3 | |
adavg3 | 87.9003% | 59 | 90.5023% | 42 | 91.3003% | 38 | 93.2596% | 29 | 95.1949% | 23 | 95.6007% | 26 | 94.2025% | 28 | |
dempp1 | 88.8296% | 48 | 90.3199% | 50 | 90.8553% | 50 | 92.5366% | 54 | 93.6091% | 55 | 94.3389% | 48 | 93.0703% | 50 | |
dempp2 | 89.1791% | 37 | 90.7394% | 36 | 91.1315% | 41 | 93.2476% | 32 | 94.2230% | 40 | 94.9613% | 34 | 93.5767% | 36 | |
dempp3 | 88.4204% | 55 | 90.3727% | 45 | 90.9048% | 49 | 92.4394% | 56 | 92.7327% | 59 | 94.1531% | 57 | 93.6944% | 33 | |
dempp4 | 89.9226% | 23 | 92.2245% | 17 | 92.1001% | 26 | 94.0593% | 23 | 94.8249% | 30 | 95.3518% | 30 | 95.3091% | 14 | |
dempi1 | 75.2072% | 64 | 79.2467% | 64 | 80.6960% | 64 | 83.2333% | 64 | 85.5046% | 61 | 88.4169% | 61 | 81.9630% | 66 | |
dempi2 | 69.2375% | 66 | 73.3213% | 67 | 74.4364% | 66 | 73.8550% | 68 | 77.3591% | 66 | 78.4299% | 65 | 74.2404% | 68 | |
dempi3 | 31.2332% | 72 | 39.7367% | 72 | 36.7050% | 72 | 39.8612% | 72 | 48.2710% | 72 | 51.8654% | 72 | 26.4212% | 73 | |
dempi4 | 78.3174% | 62 | 82.4438% | 61 | 82.5120% | 62 | 83.3646% | 63 | 82.3364% | 64 | 85.0527% | 64 | 86.1661% | 63 | |
dempi5 | 68.2110% | 69 | 71.8242% | 69 | 73.0672% | 69 | 75.5209% | 66 | 72.8779% | 69 | 75.9608% | 68 | 71.7730% | 71 | |
dempc | 69.1539% | 67 | 73.3383% | 66 | 76.1382% | 65 | 75.3180% | 67 | 71.7270% | 70 | 68.4787% | 70 | 86.5549% | 62 | |
dempse | 89.8459% | 25 | 91.3958% | 26 | 92.1239% | 25 | 93.8956% | 24 | 95.1796% | 24 | 95.7627% | 23 | 94.1019% | 31 | |
dempmnk | 88.9148% | 41 | 90.5211% | 41 | 90.7496% | 56 | 93.0362% | 43 | 94.0303% | 44 | 94.8351% | 39 | 93.4642% | 41 | |
dempch | 89.9055% | 24 | 92.2245% | 17 | 92.1325% | 24 | 94.0934% | 22 | 94.8385% | 29 | 95.3739% | 29 | 95.3108% | 13 | |
dempcan | 88.1475% | 57 | 89.6788% | 58 | 89.6293% | 60 | 91.7676% | 60 | 92.8571% | 58 | 93.4693% | 59 | 91.8119% | 59 | |
dempas | 89.5048% | 32 | 91.0531% | 30 | 91.6005% | 34 | 93.1862% | 37 | 94.5145% | 35 | 94.8129% | 43 | 93.5358% | 39 | |
dempchi | 88.4903% | 54 | 90.1732% | 57 | 90.4921% | 58 | 92.3132% | 58 | 93.8734% | 47 | 94.3082% | 52 | 93.0362% | 52 | |
dempchi2 | 89.4281% | 33 | 91.0412% | 33 | 91.3549% | 37 | 93.0498% | 42 | 94.3679% | 39 | 94.9613% | 34 | 93.4420% | 42 | |
dempbc | 88.8876% | 42 | 90.4017% | 44 | 90.9235% | 48 | 92.5519% | 52 | 93.6279% | 52 | 94.2826% | 53 | 92.9782% | 54 | |
demphl | 88.7614% | 50 | 90.2551% | 53 | 90.5774% | 57 | 92.4394% | 56 | 94.0218% | 45 | 94.4037% | 44 | 93.1436% | 47 | |
dempchr | 89.5287% | 31 | 91.0514% | 31 | 91.6124% | 30 | 93.2033% | 36 | 94.5265% | 32 | 94.8266% | 42 | 93.5358% | 39 | |
dempchr2 | 89.3667% | 35 | 91.0309% | 34 | 91.2765% | 39 | 93.0532% | 41 | 94.4105% | 38 | 94.9715% | 33 | 93.4011% | 44 | |
dempjac | 88.8500% | 45 | 90.3710% | 46 | 90.9303% | 47 | 92.5059% | 55 | 93.6159% | 54 | 94.3253% | 50 | 92.9936% | 53 | |
dempper | 88.8483% | 47 | 90.3199% | 50 | 90.8519% | 53 | 92.5383% | 53 | 93.6193% | 53 | 94.3355% | 49 | 93.0686% | 51 | |
dempm | 92.5178% | 5 | 93.2442% | 6 | 93.6108% | 7 | 94.7243% | 12 | 95.6979% | 15 | 95.8190% | 21 | 95.0977% | 19 | |
dempmc | 93.6381% | 4 | 94.0422% | 4 | 94.4020% | 4 | 95.2119% | 6 | 95.9673% | 10 | 96.1344% | 12 | 95.4473% | 10 | |
pprod | 89.3292% | 36 | 91.1656% | 27 | 91.8306% | 28 | 93.6023% | 27 | 95.1710% | 26 | 95.6280% | 24 | 95.1523% | 17 | |
bayes | 90.7325% | 16 | 92.1700% | 19 | 92.8094% | 14 | 94.3338% | 18 | 95.6519% | 17 | 95.8821% | 20 | 95.4302% | 11 | |
fi | 87.7792% | 60 | 90.4120% | 43 | 91.1895% | 40 | 93.2255% | 34 | 95.2068% | 22 | 95.6041% | 25 | 94.1224% | 30 | |
dtp1 | 88.8535% | 43 | 90.3386% | 47 | 90.7956% | 54 | 92.5604% | 50 | 93.6381% | 50 | 94.3474% | 46 | 93.1112% | 48 | |
dtp2 | 89.1706% | 38 | 90.7291% | 37 | 91.1196% | 42 | 93.2510% | 30 | 94.2093% | 41 | 94.9596% | 36 | 93.5955% | 34 | |
dtp3 | 88.4204% | 55 | 90.2500% | 54 | 91.0821% | 44 | 92.6338% | 46 | 93.3806% | 56 | 94.2315% | 56 | 93.3994% | 45 | |
dtp4 | 90.3421% | 18 | 92.0370% | 21 | 92.7753% | 17 | 94.1531% | 20 | 95.5615% | 20 | 95.9213% | 18 | 94.7550% | 25 | |
dti1 | 79.1921% | 61 | 81.5162% | 62 | 81.6714% | 63 | 83.6221% | 62 | 85.3733% | 62 | 87.4518% | 62 | 82.5223% | 65 | |
dti2 | 68.6407% | 68 | 72.8882% | 68 | 73.5600% | 67 | 72.2146% | 70 | 74.8610% | 67 | 76.8254% | 67 | 72.5932% | 70 | |
dti3 | 68.1717% | 70 | 70.9136% | 71 | 68.9135% | 70 | 63.3036% | 71 | 63.9720% | 71 | 62.3640% | 71 | 65.0820% | 72 | |
dti4 | 78.0309% | 63 | 81.0644% | 63 | 83.3271% | 61 | 84.0057% | 61 | 83.6442% | 63 | 86.5259% | 63 | 85.3681% | 64 | |
dti5 | 73.3008% | 65 | 74.1960% | 65 | 73.4799% | 68 | 79.6116% | 65 | 78.8306% | 65 | 77.0078% | 66 | 73.7271% | 69 | |
dtc | 63.2353% | 71 | 71.3007% | 70 | 61.0834% | 71 | 72.9223% | 69 | 74.0511% | 68 | 72.3357% | 69 | 74.9787% | 67 | |
dte | 90.0675% | 21 | 91.5544% | 24 | 92.1887% | 22 | 93.8785% | 25 | 95.0414% | 28 | 95.4592% | 28 | 94.1786% | 29 | |
dtse | 89.9260% | 22 | 91.4504% | 25 | 92.1802% | 23 | 93.8615% | 26 | 95.1796% | 24 | 95.7644% | 22 | 93.6978% | 32 | |
dtmnk | 89.1706% | 38 | 90.7291% | 37 | 91.1196% | 42 | 93.2510% | 30 | 94.2093% | 41 | 94.9596% | 36 | 93.5955% | 34 | |
dtch | 90.3421% | 18 | 92.0370% | 21 | 92.7753% | 17 | 94.1531% | 20 | 95.5615% | 20 | 95.9213% | 18 | 94.7550% | 25 | |
dtcan | 87.9890% | 58 | 89.6037% | 59 | 90.0692% | 59 | 91.7829% | 59 | 93.0907% | 57 | 93.5102% | 58 | 91.6380% | 60 | |
dtas | 89.6446% | 27 | 91.1060% | 28 | 91.6107% | 31 | 93.1828% | 38 | 94.5197% | 33 | 94.8300% | 40 | 93.5511% | 37 | |
dtchi | 88.8296% | 48 | 90.3182% | 52 | 90.9883% | 46 | 92.6287% | 47 | 94.0183% | 46 | 94.3236% | 51 | 92.8878% | 55 | |
dtchi2 | 89.4230% | 34 | 91.0446% | 32 | 91.4385% | 36 | 93.1163% | 40 | 94.4429% | 37 | 94.9903% | 32 | 93.4045% | 43 | |
dtbc | 88.8535% | 43 | 90.3386% | 47 | 90.7956% | 54 | 92.5604% | 50 | 93.6381% | 50 | 94.3474% | 46 | 93.1112% | 48 | |
dthl | 88.8500% | 45 | 90.3352% | 49 | 91.0480% | 45 | 92.6645% | 45 | 94.0559% | 43 | 94.3781% | 45 | 92.8725% | 58 | |
dtchr | 89.6446% | 27 | 91.1060% | 28 | 91.6107% | 31 | 93.1828% | 38 | 94.5197% | 33 | 94.8300% | 40 | 93.5511% | 37 | |
dtchr2 | 89.5577% | 30 | 91.0258% | 35 | 91.6806% | 29 | 93.2374% | 33 | 94.4890% | 36 | 94.9204% | 38 | 93.2357% | 46 | |
dtjac | 88.6199% | 51 | 90.2073% | 55 | 90.8536% | 51 | 92.5690% | 48 | 93.7131% | 48 | 94.2537% | 54 | 92.8759% | 56 | |
dtper | 88.6199% | 51 | 90.2073% | 55 | 90.8536% | 51 | 92.5690% | 48 | 93.7131% | 48 | 94.2537% | 54 | 92.8759% | 56 | |
dtm | 94.0525% | 1 | 94.5623% | 1 | 94.8044% | 1 | 95.4677% | 1 | 96.2623% | 7 | 96.3561% | 8 | 96.0594% | 2 | |
dtmc | 94.0252% | 2 | 94.2298% | 3 | 94.6254% | 3 | 95.2222% | 5 | 95.8701% | 13 | 96.0611% | 14 | 94.8846% | 23 | |
gco | 91.1639% | 12 | 92.4820% | 14 | 93.1487% | 12 | 94.5879% | 13 | 95.8770% | 12 | 96.1054% | 13 | 95.2921% | 15 | |
mgco | 89.5696% | 29 | 89.5389% | 60 | 92.0267% | 27 | 92.9697% | 44 | 91.6363% | 60 | 90.5330% | 60 | 90.5518% | 61 | |
mlr | 93.8615% | 3 | 94.4839% | 2 | 94.7959% | 2 | 95.4234% | 2 | 96.1327% | 8 | 96.3067% | 9 | 95.9094% | 7 | |
ogc | 91.6499% | 7 | 93.1845% | 7 | 93.6756% | 5 | 95.3177% | 4 | 96.4840% | 1 | 96.7653% | 1 | 95.1335% | 18 | |
omgc | 91.9654% | 6 | 93.2579% | 5 | 93.6603% | 6 | 95.3773% | 3 | 96.4124% | 2 | 96.5965% | 6 | 95.2358% | 16 | |
ogco | 91.0309% | 13 | 92.5451% | 13 | 93.1402% | 13 | 94.8283% | 11 | 95.9264% | 11 | 96.2964% | 10 | 94.4515% | 27 | |
joinedin | 92.1529% | 93.5426% | 93.8444% | 95.4831% | 96.8728% | 97.0706% | 96.3970% | ||||||||
oracle | 93.8598% | 95.2256% | 95.2904% | 96.7466% | 97.6230% | 97.8822% | 97.2649% | ||||||||
cdc | 0.8801 | 0.899 | 0.929 | 0.9226 | 0.9452 | 0.9453 | 0.9408 |