Dataset Text(Zhou) comp.graphics

Basic characteristics Text(Zhou) comp.graphics

3094

instances

100

bags

200

features

49

positive bags

between 12 and 58

instances per bag

51

negative bags

Results Text(Zhou) comp.graphics

AUC dataset 165
classifier error
AUC EER meanPrec avCost
APR tau=0.999 48.8 (0.9) 51.2 (0.9) 48.5 (0.4) 24.9 (0.1)
Diverse Density (10.000000) 55.1 (3.7) 47.1 (3.3) 67.3 (2.4) 18.6 (1.1)
EM-DD (10.000000) 48.2 (5.5) 49.9 (2.9) 61.4 (3.5) 20.7 (1.1)
MILBoost (100 rounds) 56.3 (6.4) 44.1 (4.0) 67.2 (6.2) 18.1 (2.4)
Citation MIL ref1, cite1 (h) 64.7 (1.6) 38.2 (1.9) 67.2 (1.7) 18.8 (0.6)
Citation MIL ref3, cite5 (h) 64.8 (3.0) 40.4 (1.4) 72.9 (2.2) 16.5 (0.8)
MI-SVM p=1.000000 59.3 (8.5) 42.0 (7.5) 68.4 (7.4) 17.9 (3.1)
MI-SVM r=10.000000 54.4 (2.0) 47.0 (3.2) 66.6 (1.1) 18.4 (0.5)
MILES p=1.000000 51.4 (2.3) 47.7 (3.7) 66.8 (2.1) 18.9 (0.9)
MILES r=10.000000 57.2 (4.0) 43.1 (6.7) 68.1 (2.4) 18.0 (0.8)
SVmil mahal.K 51.3 (3.0) 49.8 (2.2) 63.8 (1.2) 19.4 (0.6)
SVmil haussd.K 54.5 (30.5) 44.9 (24.8) 69.3 (18.2) 16.6 (6.5)
SVmil emd.K 55.3 (28.0) 45.0 (19.3) 69.1 (16.8) 17.0 (6.1)
Simple MIL with Logistic2, q=1 73.0 (1.7) 31.3 (3.1) 79.5 (1.3) 13.3 (0.8)
mean-inst+Logistic2 60.8 (2.2) 41.5 (2.7) 69.7 (1.8) 17.7 (0.6)
extremes+Logistic2 61.5 (4.4) 42.3 (4.8) 71.3 (2.3) 16.9 (1.0)
cov-coef+Logistic2 60.0 (4.5) 43.8 (5.3) 70.8 (3.1) 17.4 (1.3)
BagOfWords (k=10,diag)+Logistic2 61.2 (5.4) 41.4 (5.1) 71.6 (4.2) 17.2 (2.0)
BagOfWords (k=100,diag)+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Pposterior MIL with N=30 60.8 (8.9) 42.3 (7.4) 70.2 (7.2) 17.3 (2.8)
Dissim.repr. AUC dataset 165
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 50.8 (4.9) 49.3 (3.3) 56.1 (2.6) 22.1 (1.0)
summin.K+Logistic2 72.5 (2.1) 31.6 (2.3) 78.6 (1.4) 13.7 (1.2)
meanmin.K+Logistic2 66.8 (3.2) 34.1 (2.7) 70.7 (3.0) 16.8 (1.1)
meanmean.K+Logistic2 78.1 (1.4) 27.9 (1.9) 83.5 (1.2) 11.4 (0.4)
mahal.K+Logistic2 49.5 (1.1) 51.3 (1.7) 58.5 (0.9) 21.0 (0.4)
haussd.K+Logistic2 74.8 (2.7) 29.6 (2.5) 81.5 (1.2) 12.6 (0.6)
emd.K+Logistic2 70.1 (2.7) 32.9 (2.2) 71.9 (2.4) 15.9 (1.2)
linass.K+Logistic2 61.8 (6.6) 38.3 (6.3) 61.5 (4.8) 20.6 (1.6)