Dataset Corel Buses

Basic characteristics Corel Buses

7947

instances

2000

bags

9

features

100

positive bags

between 2 and 13

instances per bag

1900

negative bags

Results Corel Buses

AUC dataset 113
classifier error
AUC EER meanPrec avCost
APR tau=0.999 50.6 (0.2) 49.4 (0.2) 5.1 (0.0) 24.9 (0.0)
Diverse Density (10.000000) 59.7 (1.2) 43.5 (1.4) 9.7 (1.9) 20.4 (0.6)
EM-DD (10.000000) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MILBoost (100 rounds) 97.4 (0.2) 8.0 (0.8) 82.0 (0.8) 3.5 (0.2)
Citation MIL ref1, cite1 (h) 80.5 (1.7) 19.8 (1.7) 43.9 (2.7) 13.9 (1.0)
Citation MIL ref3, cite5 (h) 93.9 (0.5) 8.4 (0.7) 71.8 (1.5) 5.7 (0.5)
MI-SVM p=1.000000 95.9 (0.3) 10.0 (0.5) 58.8 (2.6) 4.9 (0.3)
MI-SVM r=10.000000 97.5 (0.2) 7.8 (0.6) 74.1 (0.4) 3.5 (0.1)
MILES p=1.000000 97.5 (0.2) 6.9 (0.5) 82.6 (1.3) 3.0 (0.3)
MILES r=10.000000 98.4 (0.1) 5.3 (0.7) 87.1 (0.1) 2.5 (0.1)
SVmil mahal.K 71.6 (2.7) 33.7 (2.3) 15.7 (0.8) 16.5 (0.4)
SVmil haussd.K 85.3 (3.7) 20.8 (4.0) 40.0 (2.6) 9.6 (0.9)
SVmil emd.K 86.4 (1.5) 18.7 (1.3) 54.3 (3.2) 7.6 (0.4)
Simple MIL with Logistic2, q=1 97.5 (0.0) 7.9 (0.6) 72.6 (0.3) 3.5 (0.1)
mean-inst+Logistic2 98.1 (0.1) 7.0 (0.9) 85.4 (0.8) 3.1 (0.1)
extremes+Logistic2 98.4 (0.5) 5.8 (0.4) 85.6 (1.1) 2.5 (0.3)
cov-coef+Logistic2 92.6 (0.6) 14.0 (0.7) 56.2 (2.0) 7.4 (0.4)
BagOfWords (k=10,diag)+Logistic2 92.0 (1.0) 14.7 (1.8) 45.6 (2.9) 7.8 (0.9)
BagOfWords (k=100,diag)+Logistic2 94.0 (1.2) 13.1 (1.6) 64.1 (2.9) 6.3 (0.4)
Pposterior MIL with N=30 96.0 (0.7) 10.6 (1.5) 71.4 (1.8) 5.0 (0.6)
Dissim.repr. AUC dataset 113
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 99.5 (0.1) 2.0 (0.6) 93.0 (0.8) 1.1 (0.1)
summin.K+Logistic2 96.4 (1.1) 5.5 (1.3) 75.3 (2.4) 3.5 (0.8)
meanmin.K+Logistic2 96.8 (0.9) 5.7 (1.1) 76.3 (2.7) 3.3 (0.5)
meanmean.K+Logistic2 97.5 (0.6) 7.8 (0.7) 83.0 (0.4) 3.4 (0.2)
mahal.K+Logistic2 58.6 (3.4) 44.9 (4.1) 12.8 (2.3) 20.7 (0.9)
haussd.K+Logistic2 92.1 (0.6) 10.6 (0.6) 62.5 (1.3) 6.9 (0.5)
emd.K+Logistic2 95.9 (1.2) 7.1 (1.2) 72.4 (1.1) 4.2 (1.0)
linass.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)