Dataset Text(Zhou) comp.os.ms-windows.misc

Basic characteristics Text(Zhou) comp.os.ms-windows.misc

5175

instances

100

bags

200

features

50

positive bags

between 25 and 82

instances per bag

50

negative bags

Results Text(Zhou) comp.os.ms-windows.misc

AUC dataset 166
classifier error
AUC EER meanPrec avCost
APR tau=0.999 50.0 (0.0) 50.0 (0.0) 50.0 (0.0) 25.0 (0.0)
Diverse Density (10.000000) 45.6 (5.0) 51.6 (1.7) 62.8 (4.0) 20.6 (1.5)
EM-DD (10.000000) 47.1 (5.3) 51.3 (4.6) 62.8 (3.9) 20.8 (1.1)
MILBoost (100 rounds) 48.4 (3.5) 51.8 (3.6) 63.4 (2.3) 20.2 (0.9)
Citation MIL ref1, cite1 (h) 61.3 (1.1) 41.2 (3.4) 65.4 (1.7) 19.9 (0.7)
Citation MIL ref3, cite5 (h) 70.7 (3.1) 35.8 (2.8) 78.7 (1.9) 14.6 (0.9)
MI-SVM p=1.000000 62.8 (2.0) 41.6 (2.6) 74.1 (1.1) 16.5 (0.2)
MI-SVM r=10.000000 45.9 (5.5) 53.2 (5.0) 60.7 (2.7) 20.7 (0.8)
MILES p=1.000000 64.4 (3.7) 38.4 (3.8) 74.3 (2.1) 16.7 (1.2)
MILES r=10.000000 56.9 (2.3) 45.2 (2.7) 69.2 (2.3) 18.7 (0.9)
SVmil mahal.K 49.4 (4.6) 52.4 (4.8) 65.3 (3.7) 19.8 (1.3)
SVmil haussd.K 55.5 (22.7) 47.2 (16.4) 70.3 (13.5) 17.3 (5.0)
SVmil emd.K 55.0 (21.8) 46.8 (18.5) 70.8 (12.8) 16.9 (4.8)
Simple MIL with Logistic2, q=1 69.2 (2.6) 34.4 (3.8) 73.6 (2.4) 15.6 (1.5)
mean-inst+Logistic2 71.6 (2.0) 32.8 (2.3) 78.8 (1.4) 14.1 (0.7)
extremes+Logistic2 65.6 (1.4) 38.0 (3.2) 75.0 (1.0) 16.2 (0.7)
cov-coef+Logistic2 62.9 (2.5) 40.8 (1.1) 74.1 (2.3) 16.7 (1.1)
BagOfWords (k=10,diag)+Logistic2 60.8 (3.5) 42.8 (3.3) 71.9 (2.3) 17.1 (1.4)
BagOfWords (k=100,diag)+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Pposterior MIL with N=30 60.0 (3.6) 44.0 (2.4) 72.4 (2.5) 17.2 (0.9)
Dissim.repr. AUC dataset 166
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 50.0 (0.0) 50.0 (0.0) 50.0 (0.0) 25.0 (0.0)
summin.K+Logistic2 70.2 (4.5) 36.0 (4.7) 78.5 (2.2) 14.2 (0.9)
meanmin.K+Logistic2 65.8 (2.4) 35.4 (3.0) 67.9 (2.5) 17.7 (0.9)
meanmean.K+Logistic2 77.4 (1.5) 31.2 (2.3) 82.8 (1.2) 12.3 (1.0)
mahal.K+Logistic2 65.0 (1.3) 37.2 (2.8) 69.8 (2.3) 17.4 (1.0)
haussd.K+Logistic2 55.3 (8.5) 46.8 (6.7) 70.1 (5.0) 17.8 (1.9)
emd.K+Logistic2 67.1 (2.8) 35.0 (2.1) 68.5 (2.6) 17.9 (0.8)
linass.K+Logistic2 58.2 (5.5) 45.8 (4.4) 69.7 (3.4) 18.1 (1.6)