Dataset Text(Zhou) alt.atheism

Basic characteristics Text(Zhou) alt.atheism

5443

instances

100

bags

200

features

50

positive bags

between 22 and 76

instances per bag

50

negative bags

Results Text(Zhou) alt.atheism

AUC dataset 164
classifier error
AUC EER meanPrec avCost
APR tau=0.999 50.6 (0.5) 49.4 (0.5) 50.3 (0.3) 24.8 (0.2)
Diverse Density (10.000000) 43.0 (5.7) 54.8 (4.8) 61.8 (3.4) 20.3 (1.4)
EM-DD (10.000000) 51.0 (1.4) 52.0 (0.0) 66.4 (1.1) 18.8 (0.7)
MILBoost (100 rounds) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Citation MIL ref1, cite1 (h) 73.3 (2.2) 30.6 (1.9) 73.9 (2.8) 16.1 (1.7)
Citation MIL ref3, cite5 (h) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MI-SVM p=1.000000 70.9 (4.0) 33.0 (5.9) 78.3 (2.4) 14.3 (1.0)
MI-SVM r=10.000000 45.5 (7.1) 54.4 (5.9) 61.7 (2.9) 20.6 (1.1)
MILES p=1.000000 80.4 (1.2) 23.2 (3.0) 87.1 (0.9) 10.0 (0.6)
MILES r=10.000000 47.1 (4.5) 51.2 (5.2) 62.8 (2.8) 20.5 (0.9)
SVmil mahal.K 47.0 (2.5) 52.4 (1.7) 62.3 (1.7) 20.5 (0.6)
SVmil haussd.K 57.9 (38.3) 43.6 (32.6) 74.0 (22.1) 14.1 (8.6)
SVmil emd.K 57.8 (39.2) 43.6 (33.3) 74.2 (22.4) 13.9 (9.0)
Simple MIL with Logistic2, q=1 82.7 (2.5) 23.4 (2.2) 87.1 (2.3) 9.6 (1.2)
mean-inst+Logistic2 85.2 (2.2) 22.0 (1.4) 89.7 (1.3) 8.5 (1.0)
extremes+Logistic2 81.4 (3.0) 24.0 (2.4) 87.4 (1.8) 10.0 (0.6)
cov-coef+Logistic2 75.8 (1.6) 29.6 (1.7) 84.1 (0.8) 12.0 (0.6)
BagOfWords (k=10,diag)+Logistic2 63.6 (8.9) 39.6 (8.3) 75.4 (5.6) 15.4 (2.6)
BagOfWords (k=100,diag)+Logistic2 50.3 (7.2) 49.4 (7.0) 59.9 (4.2) 21.0 (1.5)
Pposterior MIL with N=30 60.8 (4.3) 43.2 (4.6) 71.8 (2.2) 17.1 (1.2)
Dissim.repr. AUC dataset 164
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 52.0 (2.0) 48.0 (2.0) 52.1 (1.5) 24.3 (0.4)
summin.K+Logistic2 75.3 (4.8) 29.0 (7.3) 82.8 (3.0) 11.3 (1.9)
meanmin.K+Logistic2 84.2 (2.4) 19.8 (3.6) 83.9 (3.2) 9.7 (1.6)
meanmean.K+Logistic2 89.8 (1.6) 18.4 (3.0) 92.1 (0.5) 6.7 (0.7)
mahal.K+Logistic2 52.8 (4.9) 47.6 (2.9) 62.2 (2.4) 20.4 (1.1)
haussd.K+Logistic2 81.8 (7.6) 23.4 (5.9) 86.0 (6.1) 9.7 (3.1)
emd.K+Logistic2 84.3 (1.0) 18.8 (2.3) 82.8 (1.1) 9.8 (0.5)
linass.K+Logistic2 71.1 (5.3) 29.6 (4.9) 69.5 (4.4) 17.3 (2.2)