Dataset Corel Historical

Basic characteristics Corel Historical

7947

instances

2000

bags

9

features

100

positive bags

between 2 and 13

instances per bag

1900

negative bags

Results Corel Historical

AUC dataset 112
classifier error
AUC EER meanPrec avCost
APR tau=0.999 50.5 (0.1) 49.5 (0.1) 5.1 (0.0) 24.9 (0.0)
Diverse Density (10.000000) 54.4 (0.2) 46.9 (0.7) 7.5 (0.2) 22.0 (0.2)
EM-DD (10.000000) 92.9 (0.5) 13.9 (0.0) 62.6 (0.5) 7.2 (0.3)
MILBoost (100 rounds) 91.0 (0.3) 14.6 (0.7) 60.3 (1.2) 8.1 (0.3)
Citation MIL ref1, cite1 (h) 76.5 (0.9) 23.9 (0.9) 31.2 (1.6) 16.2 (0.5)
Citation MIL ref3, cite5 (h) 88.5 (0.2) 14.9 (0.3) 57.3 (0.5) 10.0 (0.1)
MI-SVM p=1.000000 78.9 (0.6) 28.4 (1.7) 29.9 (0.8) 14.3 (0.3)
MI-SVM r=10.000000 91.8 (1.0) 15.0 (2.2) 62.0 (1.1) 7.6 (0.6)
MILES p=1.000000 90.8 (0.8) 15.9 (1.5) 60.7 (3.0) 8.2 (0.6)
MILES r=10.000000 60.8 (11.9) 42.0 (9.9) 9.7 (2.9) 20.7 (2.3)
SVmil mahal.K 50.3 (2.4) 51.7 (2.3) 7.3 (0.5) 22.1 (0.3)
SVmil haussd.K 75.8 (3.2) 30.8 (2.4) 17.1 (1.4) 15.4 (0.6)
SVmil emd.K 78.9 (4.9) 27.2 (3.0) 23.4 (3.1) 13.5 (1.1)
Simple MIL with Logistic2, q=1 82.8 (0.1) 24.3 (0.7) 21.2 (0.6) 12.9 (0.4)
mean-inst+Logistic2 88.6 (0.1) 18.2 (0.7) 41.4 (1.2) 9.9 (0.3)
extremes+Logistic2 86.5 (0.3) 21.6 (0.9) 39.6 (0.6) 11.6 (0.1)
cov-coef+Logistic2 88.5 (0.3) 19.7 (0.8) 50.3 (0.7) 10.0 (0.4)
BagOfWords (k=10,diag)+Logistic2 81.5 (2.0) 25.3 (2.6) 25.3 (3.5) 13.5 (1.0)
BagOfWords (k=100,diag)+Logistic2 86.1 (2.5) 21.3 (2.3) 44.9 (3.6) 11.1 (1.2)
Pposterior MIL with N=30 80.4 (2.3) 27.3 (1.8) 33.7 (4.6) 13.6 (1.1)
Dissim.repr. AUC dataset 112
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 91.0 (0.6) 17.0 (1.2) 61.7 (2.5) 8.3 (0.5)
summin.K+Logistic2 85.2 (1.0) 16.5 (0.8) 47.3 (2.4) 11.3 (0.4)
meanmin.K+Logistic2 85.5 (2.6) 16.8 (1.9) 47.5 (3.9) 11.3 (1.4)
meanmean.K+Logistic2 89.8 (0.1) 17.5 (0.4) 46.8 (0.9) 9.3 (0.2)
mahal.K+Logistic2 47.7 (0.8) 51.9 (1.1) 6.5 (0.3) 23.7 (0.4)
haussd.K+Logistic2 64.4 (8.5) 37.0 (7.1) 26.1 (7.2) 17.4 (2.1)
emd.K+Logistic2 79.8 (1.3) 21.5 (0.9) 39.7 (0.6) 13.8 (0.1)
linass.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)