Табела SVMG34: | Резултати на комбинирањето на двата 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 | 86.5123% | 89.6003% | 90.3557% | 92.4087% | 94.7840% | 95.1454% | 95.0107% | ||||||||
FS4 | 89.9226% | 91.5203% | 92.4240% | 94.1002% | 95.7133% | 96.1003% | 96.0765% | ||||||||
vote | 88.2498% | 77 | 90.6456% | 77 | 91.4180% | 77 | 93.2800% | 77 | 95.2785% | 74 | 95.6672% | 74 | 95.5769% | 74 | |
borda | 90.3131% | 71 | 92.0813% | 75 | 92.7037% | 75 | 94.2775% | 74 | 96.0833% | 68 | 96.3408% | 62 | 96.3101% | 62 | |
bks | 91.0412% | 54 | 92.5042% | 62 | 93.3840% | 57 | 94.4446% | 72 | 95.9383% | 70 | 96.1225% | 67 | 96.0168% | 72 | |
bksv | 91.0412% | 54 | 92.5008% | 63 | 93.3857% | 56 | 94.4480% | 71 | 95.9520% | 69 | 96.1225% | 67 | 96.0372% | 70 | |
avg | 91.7215% | 29 | 93.3056% | 21 | 93.8035% | 16 | 95.2102% | 17 | 96.6357% | 4 | 96.8131% | 11 | 96.6733% | 33 | |
prod | 90.6046% | 65 | 92.7105% | 57 | 93.3909% | 55 | 95.0909% | 42 | 96.5812% | 15 | 96.8165% | 8 | 96.8489% | 9 | |
harm | 90.3216% | 70 | 92.4019% | 68 | 93.1641% | 61 | 94.9442% | 57 | 96.5232% | 31 | 96.7790% | 17 | 96.8182% | 16 | |
cprod | 90.4819% | 67 | 92.5860% | 58 | 93.2834% | 60 | 95.1011% | 41 | 96.4891% | 41 | 96.6698% | 38 | 96.7466% | 23 | |
maxmax | 89.8748% | 74 | 92.1393% | 73 | 93.0379% | 69 | 94.8078% | 63 | 96.2589% | 57 | 96.4499% | 55 | 96.4857% | 47 | |
minmax | 89.8527% | 75 | 92.0694% | 76 | 92.8435% | 72 | 94.6885% | 67 | 96.4056% | 47 | 96.6818% | 33 | 96.6988% | 29 | |
med | 91.7215% | 29 | 93.3056% | 21 | 93.8035% | 16 | 95.2102% | 17 | 96.6357% | 4 | 96.8131% | 11 | 96.6733% | 33 | |
davg | 91.7914% | 28 | 93.2851% | 25 | 93.8120% | 15 | 95.2017% | 23 | 96.6340% | 7 | 96.8165% | 8 | 96.6767% | 32 | |
demp | 92.3337% | 7 | 93.3533% | 17 | 93.8939% | 6 | 95.2137% | 16 | 96.6340% | 7 | 96.7551% | 22 | 96.5232% | 45 | |
dempp1 | 91.1673% | 50 | 92.9901% | 42 | 93.4727% | 45 | 95.1557% | 31 | 96.4959% | 39 | 96.6528% | 42 | 96.7159% | 26 | |
dempp2 | 91.2219% | 45 | 93.0294% | 40 | 93.4676% | 47 | 95.1540% | 32 | 96.5522% | 26 | 96.7381% | 27 | 96.7943% | 18 | |
dempp3 | 90.6302% | 63 | 92.7770% | 56 | 93.3585% | 59 | 95.1778% | 27 | 96.5692% | 20 | 96.8352% | 6 | 96.8404% | 12 | |
dempp4 | 91.2373% | 43 | 93.0379% | 39 | 93.5375% | 34 | 95.2461% | 7 | 96.6323% | 9 | 96.7858% | 15 | 96.8557% | 6 | |
dempi1 | 91.2219% | 45 | 93.0925% | 36 | 93.5102% | 41 | 95.1881% | 25 | 96.5454% | 28 | 96.7210% | 28 | 96.7858% | 19 | |
dempi2 | 91.1537% | 51 | 92.8537% | 49 | 93.4454% | 49 | 95.1096% | 40 | 96.4550% | 43 | 96.5658% | 44 | 96.6579% | 36 | |
dempi3 | 89.7930% | 76 | 92.3166% | 72 | 93.1368% | 65 | 95.0807% | 43 | 96.5505% | 27 | 96.7841% | 16 | 96.7960% | 17 | |
dempi4 | 90.3625% | 69 | 92.4786% | 65 | 93.1436% | 64 | 94.9903% | 53 | 96.3527% | 50 | 96.5164% | 46 | 96.5880% | 39 | |
dempi5 | 90.0709% | 72 | 92.3422% | 71 | 93.1027% | 66 | 94.9306% | 58 | 96.3663% | 49 | 96.5420% | 45 | 96.6340% | 37 | |
dempc | 90.7445% | 58 | 92.8230% | 52 | 93.4028% | 53 | 95.1506% | 34 | 96.5658% | 22 | 96.8131% | 11 | 96.8387% | 13 | |
dempmnk | 91.1418% | 52 | 92.9646% | 44 | 93.4539% | 48 | 95.1454% | 35 | 96.5198% | 33 | 96.7125% | 29 | 96.7756% | 21 | |
dempch | 91.0548% | 53 | 92.9168% | 46 | 93.4386% | 51 | 95.1608% | 30 | 96.6033% | 11 | 96.7756% | 18 | 96.8455% | 11 | |
dempcan | 91.6209% | 35 | 92.5008% | 63 | 92.6917% | 76 | 93.5597% | 76 | 94.1019% | 76 | 93.2493% | 76 | 93.1743% | 77 | |
dempas | 92.2638% | 14 | 93.5426% | 6 | 93.9109% | 4 | 95.3501% | 2 | 96.6426% | 3 | 96.9341% | 3 | 96.8983% | 3 | |
dempchi | 91.2049% | 47 | 92.9663% | 43 | 93.4983% | 42 | 95.1625% | 29 | 96.5045% | 37 | 96.6716% | 36 | 96.7500% | 22 | |
dempchi2 | 91.4811% | 38 | 93.1368% | 34 | 93.5955% | 29 | 95.2426% | 8 | 96.5846% | 14 | 96.7551% | 22 | 96.8267% | 15 | |
dempbc | 91.1708% | 49 | 92.9612% | 45 | 93.4846% | 44 | 95.1523% | 33 | 96.4959% | 39 | 96.6716% | 36 | 96.7159% | 26 | |
demphl | 91.3873% | 40 | 93.0549% | 38 | 93.5563% | 33 | 95.2068% | 20 | 96.5351% | 30 | 96.7108% | 30 | 96.7841% | 20 | |
dempchr | 92.2927% | 13 | 93.5375% | 7 | 93.9160% | 3 | 95.3484% | 3 | 96.6443% | 2 | 96.9461% | 2 | 96.9017% | 2 | |
dempchr2 | 91.5339% | 37 | 93.1453% | 33 | 93.6159% | 28 | 95.2546% | 6 | 96.5778% | 16 | 96.7585% | 21 | 96.8318% | 14 | |
dempjac | 91.0258% | 56 | 92.8708% | 48 | 93.4250% | 52 | 95.1335% | 36 | 96.4721% | 42 | 96.6664% | 39 | 96.7244% | 25 | |
dempper | 91.2304% | 44 | 92.9953% | 41 | 93.4966% | 43 | 95.1727% | 28 | 96.5010% | 38 | 96.6460% | 43 | 96.7057% | 28 | |
dempse | 91.4180% | 39 | 93.2374% | 27 | 93.6517% | 26 | 94.9766% | 56 | 96.2657% | 55 | 96.4738% | 48 | 96.5181% | 46 | |
dempfr | 91.9415% | 25 | 93.5068% | 9 | 93.7472% | 22 | 95.0483% | 47 | 96.2384% | 61 | 96.4652% | 52 | 96.4209% | 54 | |
dempm | 91.5851% | 36 | 93.1010% | 35 | 93.4693% | 46 | 94.8794% | 59 | 96.3237% | 53 | 96.5096% | 47 | 96.6852% | 30 | |
dempmc | 92.3268% | 8 | 93.7063% | 3 | 93.6228% | 27 | 94.9886% | 54 | 95.9315% | 71 | 96.1361% | 65 | 96.2760% | 65 | |
pprod | 90.7922% | 57 | 92.8043% | 53 | 93.4437% | 50 | 95.1267% | 38 | 96.5778% | 16 | 96.8182% | 7 | 96.8523% | 8 | |
bayes | 91.1793% | 48 | 92.4718% | 66 | 93.0498% | 67 | 94.3867% | 73 | 95.9094% | 72 | 96.1310% | 66 | 96.0270% | 71 | |
fi | 90.4802% | 68 | 92.4581% | 67 | 93.0430% | 68 | 94.6390% | 68 | 96.2282% | 62 | 96.4618% | 54 | 96.4294% | 53 | |
fic | 90.4938% | 66 | 92.3950% | 69 | 92.8571% | 71 | 94.5589% | 70 | 96.2436% | 60 | 96.4721% | 49 | 96.3970% | 55 | |
dtp1 | 92.1580% | 19 | 93.1709% | 29 | 93.5307% | 37 | 95.0039% | 49 | 96.1447% | 64 | 96.1072% | 69 | 96.1873% | 66 | |
dtp2 | 92.2382% | 15 | 93.2971% | 23 | 93.6722% | 24 | 95.0619% | 44 | 96.3391% | 51 | 96.3987% | 60 | 96.3834% | 56 | |
dtp3 | 91.9500% | 24 | 93.4011% | 11 | 93.7302% | 23 | 95.1318% | 37 | 96.5454% | 28 | 96.7398% | 25 | 96.6630% | 35 | |
dtp4 | 91.6721% | 32 | 92.8486% | 50 | 93.5818% | 30 | 94.8334% | 61 | 96.5147% | 35 | 96.6596% | 40 | 96.2964% | 63 | |
dti1 | 92.3132% | 10 | 93.3977% | 13 | 93.8495% | 9 | 95.1113% | 39 | 96.5215% | 32 | 96.7057% | 31 | 96.5590% | 41 | |
dti2 | 91.3600% | 41 | 92.3814% | 70 | 92.7787% | 73 | 94.5640% | 69 | 95.1540% | 75 | 94.4736% | 75 | 95.3756% | 75 | |
dti3 | 90.6285% | 64 | 92.9134% | 47 | 93.3960% | 54 | 94.9886% | 54 | 96.5181% | 34 | 96.7466% | 24 | 96.6204% | 38 | |
dti4 | 89.9891% | 73 | 92.1239% | 74 | 93.0089% | 70 | 94.7192% | 66 | 96.1737% | 63 | 96.3084% | 63 | 96.3561% | 59 | |
dti5 | 90.6865% | 61 | 92.5212% | 60 | 93.1607% | 62 | 94.7311% | 64 | 96.2589% | 57 | 96.4448% | 56 | 96.3203% | 60 | |
dtc | 90.6848% | 62 | 92.5161% | 61 | 93.1590% | 63 | 94.7277% | 65 | 96.2606% | 56 | 96.4448% | 56 | 96.3203% | 60 | |
dte | 92.2961% | 12 | 93.3977% | 13 | 93.8905% | 7 | 95.2290% | 14 | 96.6153% | 10 | 96.7619% | 20 | 96.5556% | 44 | |
dtmnk | 92.2382% | 15 | 93.2971% | 23 | 93.6722% | 24 | 95.0619% | 44 | 96.3391% | 51 | 96.3987% | 60 | 96.3834% | 56 | |
dtch | 91.6721% | 32 | 92.8486% | 50 | 93.5818% | 30 | 94.8334% | 61 | 96.5147% | 35 | 96.6596% | 40 | 96.2964% | 63 | |
dtcan | 91.7164% | 31 | 92.5417% | 59 | 92.7122% | 74 | 93.5835% | 75 | 94.0593% | 77 | 93.2425% | 77 | 93.3329% | 76 | |
dtas | 92.1751% | 17 | 93.3244% | 19 | 93.8257% | 13 | 95.2358% | 11 | 96.5539% | 24 | 96.6733% | 34 | 96.5573% | 42 | |
dtchi | 92.3098% | 11 | 93.3636% | 16 | 93.8035% | 16 | 95.2341% | 13 | 96.4397% | 45 | 96.4414% | 58 | 96.4806% | 48 | |
dtchi2 | 92.3558% | 5 | 93.3994% | 12 | 93.8444% | 11 | 95.2068% | 20 | 96.3970% | 48 | 96.4686% | 50 | 96.4550% | 50 | |
dtbc | 92.1580% | 19 | 93.1709% | 29 | 93.5307% | 37 | 95.0039% | 49 | 96.1447% | 64 | 96.1072% | 69 | 96.1873% | 66 | |
dthl | 92.3183% | 9 | 93.3482% | 18 | 93.8376% | 12 | 95.2392% | 9 | 96.4550% | 43 | 96.4686% | 50 | 96.4686% | 49 | |
dtchr | 92.1751% | 17 | 93.3244% | 19 | 93.8257% | 13 | 95.2358% | 11 | 96.5539% | 24 | 96.6733% | 34 | 96.5573% | 42 | |
dtchr2 | 92.3541% | 6 | 93.3704% | 15 | 93.8478% | 10 | 95.2068% | 20 | 96.4073% | 46 | 96.4379% | 59 | 96.4397% | 52 | |
dtjac | 92.1580% | 19 | 93.1709% | 29 | 93.5307% | 37 | 95.0039% | 49 | 96.1447% | 64 | 96.1072% | 69 | 96.1873% | 66 | |
dtper | 92.1580% | 19 | 93.1709% | 29 | 93.5307% | 37 | 95.0039% | 49 | 96.1447% | 64 | 96.1072% | 69 | 96.1873% | 66 | |
dtse | 91.8068% | 27 | 93.2561% | 26 | 93.5341% | 36 | 95.0619% | 44 | 96.2828% | 54 | 96.2350% | 64 | 96.3749% | 58 | |
dtfr | 91.9364% | 26 | 93.4949% | 10 | 93.7882% | 21 | 95.0312% | 48 | 96.2453% | 59 | 96.4652% | 52 | 96.4482% | 51 | |
dtm | 92.7992% | 2 | 93.6569% | 4 | 93.9331% | 2 | 95.2699% | 5 | 96.5692% | 20 | 96.7057% | 31 | 96.8745% | 4 | |
dtmc | 92.7975% | 3 | 93.8768% | 2 | 93.8905% | 7 | 94.8726% | 60 | 95.6519% | 73 | 95.7815% | 73 | 95.7968% | 73 | |
epw | 90.6899% | 60 | 92.7975% | 54 | 93.3653% | 58 | 95.1796% | 26 | 96.5744% | 19 | 96.8097% | 14 | 96.8557% | 6 | |
gc | 90.7240% | 59 | 92.7975% | 54 | 93.5375% | 34 | 95.1898% | 24 | 96.5778% | 16 | 96.7722% | 19 | 96.5829% | 40 | |
mgc | 91.2969% | 42 | 93.0686% | 37 | 93.5750% | 32 | 95.2273% | 15 | 96.5931% | 12 | 96.8148% | 10 | 96.6852% | 30 | |
ogc | 91.6635% | 34 | 93.1982% | 28 | 93.7916% | 20 | 95.2102% | 17 | 96.6357% | 4 | 96.8813% | 4 | 96.8472% | 10 | |
omgc | 92.0438% | 23 | 93.5119% | 8 | 93.7950% | 19 | 95.3074% | 4 | 96.5931% | 12 | 96.8762% | 5 | 96.7466% | 23 | |
mlr | 92.6287% | 4 | 93.5443% | 5 | 93.8990% | 5 | 95.2375% | 10 | 96.5573% | 23 | 96.7398% | 25 | 96.8711% | 5 | |
svmcmb | 96.7790% | 1 | 96.7432% | 1 | 96.7449% | 1 | 97.0160% | 1 | 97.5037% | 1 | 97.5412% | 1 | 97.4644% | 1 | |
joinedin | 92.5229% | 93.8581% | 93.9689% | 95.6519% | 96.9376% | 97.0808% | 96.8574% | ||||||||
oracle | 94.2417% | 95.2989% | 95.6212% | 96.7346% | 97.7151% | 97.8856% | 97.8600% | ||||||||
cdc | 0.8682 | 0.8987 | 0.9155 | 0.9252 | 0.9461 | 0.9516 | 0.9503 |