Dataset Sival AjaxOrange

Basic characteristics Sival AjaxOrange

47414

instances

1500

bags

30

features

60

positive bags

between 31 and 32

instances per bag

1440

negative bags

Results Sival AjaxOrange

AUC dataset 130
classifier error
AUC EER meanPrec avCost
APR tau=0.999 50.0 (0.0) 50.0 (0.0) 4.0 (0.0) 25.0 (0.0)
Diverse Density (10.000000) 53.5 (0.2) 45.2 (1.8) 8.3 (0.4) 21.1 (0.5)
EM-DD (10.000000) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MILBoost (100 rounds) 97.9 (0.7) 5.4 (1.1) 92.0 (1.5) 2.1 (0.3)
Citation MIL ref1, cite1 (h) 71.9 (1.2) 28.6 (1.2) 36.0 (2.3) 17.6 (0.5)
Citation MIL ref3, cite5 (h) 84.4 (1.0) 19.8 (0.7) 54.4 (1.3) 11.4 (0.5)
MI-SVM p=1.000000 93.6 (2.6) 12.1 (3.4) 69.6 (6.0) 5.4 (1.7)
MI-SVM r=10.000000 99.6 (0.1) 1.6 (0.1) 95.6 (1.0) 0.6 (0.1)
MILES p=1.000000 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MILES r=10.000000 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
SVmil mahal.K 48.8 (1.5) 52.5 (2.3) 6.1 (0.3) 21.5 (0.2)
SVmil haussd.K NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
SVmil emd.K 80.6 (0.3) 27.3 (1.1) 31.2 (0.1) 11.2 (0.3)
Simple MIL with Logistic2, q=1 95.2 (0.1) 10.9 (1.4) 56.7 (1.2) 4.9 (0.3)
mean-inst+Logistic2 87.5 (0.6) 20.5 (2.1) 50.8 (1.7) 9.3 (0.3)
extremes+Logistic2 91.6 (0.4) 16.1 (0.7) 55.6 (1.6) 7.3 (0.2)
cov-coef+Logistic2 97.7 (0.8) 5.9 (1.2) 84.8 (1.4) 2.6 (0.5)
BagOfWords (k=10,diag)+Logistic2 66.4 (2.7) 38.0 (2.5) 11.9 (1.9) 17.9 (1.0)
BagOfWords (k=100,diag)+Logistic2 77.8 (1.6) 28.5 (2.8) 31.3 (5.8) 13.8 (1.0)
Pposterior MIL with N=30 79.0 (3.8) 27.0 (3.5) 26.0 (3.2) 13.1 (1.6)
Dissim.repr. AUC dataset 130
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 56.5 (1.6) 46.5 (1.1) 9.8 (1.3) 20.5 (0.7)
summin.K+Logistic2 94.5 (2.7) 9.5 (2.1) 79.1 (3.0) 4.1 (0.8)
meanmin.K+Logistic2 98.1 (0.5) 6.3 (1.6) 85.7 (2.9) 2.5 (0.5)
meanmean.K+Logistic2 87.0 (0.7) 20.4 (2.5) 47.0 (1.3) 9.7 (0.4)
mahal.K+Logistic2 83.9 (1.3) 22.4 (2.6) 47.3 (2.8) 10.6 (0.2)
haussd.K+Logistic2 84.1 (1.7) 23.9 (3.5) 49.1 (3.1) 10.7 (0.8)
emd.K+Logistic2 98.0 (0.1) 5.3 (0.5) 88.3 (1.4) 2.3 (0.2)
linass.K+Logistic2 66.7 (4.3) 34.2 (3.0) 23.4 (2.9) 19.5 (2.2)