Dataset Musk 1

Basic characteristics Musk 1

476

instances

92

bags

166

features

47

positive bags

between 2 and 40

instances per bag

45

negative bags

Results Musk 1

AUC dataset 101
classifier error
AUC EER meanPrec avCost
APR tau=0.999 81.8 (1.3) 18.2 (1.3) 77.9 (1.4) 12.7 (0.7)
Diverse Density (10.000000) 90.3 (1.8) 14.5 (2.1) 92.4 (1.4) 5.4 (0.8)
EM-DD (10.000000) 87.4 (2.0) 18.2 (2.0) 90.6 (1.5) 6.6 (0.6)
MILBoost (100 rounds) 74.3 (4.2) 31.4 (3.9) 81.3 (3.3) 12.2 (1.7)
Citation MIL ref1, cite1 (h) 88.6 (2.1) 12.9 (2.8) 87.4 (2.1) 7.7 (1.2)
Citation MIL ref3, cite5 (h) 92.7 (1.0) 12.8 (2.4) 93.8 (0.9) 4.8 (0.6)
MI-SVM p=1.000000 81.3 (2.1) 23.2 (3.4) 85.9 (1.3) 9.3 (1.2)
MI-SVM r=10.000000 92.9 (1.3) 13.6 (2.2) 94.6 (1.1) 4.7 (0.9)
MILES p=1.000000 89.3 (1.9) 15.6 (1.1) 92.0 (1.4) 5.9 (0.4)
MILES r=10.000000 92.8 (1.4) 14.4 (2.1) 94.6 (0.9) 5.0 (0.5)
SVmil mahal.K 55.6 (13.4) 45.9 (9.7) 68.8 (9.2) 18.4 (2.2)
SVmil haussd.K 50.3 (28.5) 50.9 (20.6) 67.7 (17.0) 17.3 (6.8)
SVmil emd.K 47.1 (33.0) 53.4 (22.3) 66.6 (19.9) 18.0 (7.7)
Simple MIL with Logistic2, q=1 77.8 (1.5) 23.1 (1.9) 73.7 (1.7) 13.7 (1.0)
mean-inst+Logistic2 84.7 (1.4) 19.8 (1.5) 86.5 (1.3) 8.2 (0.5)
extremes+Logistic2 89.8 (2.8) 14.7 (2.8) 91.9 (2.2) 5.8 (1.1)
cov-coef+Logistic2 76.8 (3.1) 27.1 (3.6) 79.5 (1.7) 12.6 (1.1)
BagOfWords (k=10,diag)+Logistic2 66.2 (5.6) 38.1 (4.3) 75.6 (4.0) 15.3 (1.5)
BagOfWords (k=100,diag)+Logistic2 80.7 (4.6) 25.8 (3.8) 86.2 (3.8) 9.9 (2.2)
Pposterior MIL with N=30 78.7 (6.1) 28.0 (5.8) 84.5 (4.4) 11.1 (2.6)
Dissim.repr. AUC dataset 101
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 88.7 (1.8) 15.2 (2.1) 89.3 (1.9) 7.0 (1.1)
summin.K+Logistic2 80.9 (7.1) 21.4 (5.8) 82.1 (4.4) 10.2 (2.3)
meanmin.K+Logistic2 88.7 (1.5) 14.5 (2.6) 88.7 (2.0) 6.8 (1.1)
meanmean.K+Logistic2 80.7 (2.9) 21.8 (3.2) 77.7 (3.2) 12.4 (1.8)
mahal.K+Logistic2 71.4 (4.7) 31.6 (3.7) 72.4 (4.3) 15.8 (2.3)
haussd.K+Logistic2 86.8 (3.1) 16.6 (4.9) 87.2 (2.1) 7.8 (1.4)
emd.K+Logistic2 90.5 (1.7) 13.0 (2.2) 90.7 (2.1) 6.1 (1.2)
linass.K+Logistic2 77.3 (3.1) 23.6 (3.5) 74.6 (2.7) 14.4 (0.9)