Dataset Corel Beach

Basic characteristics Corel Beach

7947

instances

2000

bags

9

features

100

positive bags

between 2 and 13

instances per bag

1900

negative bags

Results Corel Beach

AUC dataset 111
classifier error
AUC EER meanPrec avCost
APR tau=0.999 51.6 (0.1) 48.4 (0.1) 5.2 (0.0) 24.6 (0.0)
Diverse Density (10.000000) 47.8 (0.1) 51.7 (0.8) 6.3 (0.1) 22.7 (0.4)
EM-DD (10.000000) 84.7 (0.2) 23.4 (0.1) 36.3 (1.1) 12.5 (0.1)
MILBoost (100 rounds) 85.0 (0.5) 22.3 (1.9) 46.7 (2.2) 11.6 (0.3)
Citation MIL ref1, cite1 (h) 69.0 (1.6) 31.1 (1.6) 20.1 (1.8) 19.4 (0.8)
Citation MIL ref3, cite5 (h) 79.7 (0.6) 23.3 (0.6) 36.3 (1.4) 15.1 (0.2)
MI-SVM p=1.000000 49.6 (1.5) 50.1 (1.7) 7.9 (0.4) 22.5 (0.2)
MI-SVM r=10.000000 78.0 (1.0) 28.7 (1.5) 19.6 (2.4) 15.1 (0.7)
MILES p=1.000000 82.3 (1.0) 24.8 (1.1) 32.3 (1.3) 13.3 (0.4)
MILES r=10.000000 60.0 (8.2) 41.3 (7.1) 8.5 (2.7) 21.2 (2.3)
SVmil mahal.K 51.9 (2.3) 50.0 (2.0) 7.8 (0.4) 22.0 (0.4)
SVmil haussd.K 64.6 (19.2) 38.9 (14.0) 16.1 (5.1) 17.9 (3.1)
SVmil emd.K 53.7 (40.5) 48.8 (31.1) 15.0 (11.2) 18.2 (7.3)
Simple MIL with Logistic2, q=1 81.8 (0.1) 23.5 (0.3) 20.1 (0.6) 13.2 (0.3)
mean-inst+Logistic2 84.4 (0.2) 21.6 (0.4) 29.4 (0.8) 12.2 (0.2)
extremes+Logistic2 88.6 (0.1) 17.0 (0.7) 44.0 (0.7) 9.6 (0.2)
cov-coef+Logistic2 83.8 (0.8) 23.7 (1.5) 33.4 (1.9) 12.6 (0.3)
BagOfWords (k=10,diag)+Logistic2 73.6 (3.0) 32.2 (2.3) 16.8 (3.5) 17.0 (1.0)
BagOfWords (k=100,diag)+Logistic2 81.2 (1.6) 26.8 (1.9) 32.5 (2.7) 13.7 (0.7)
Pposterior MIL with N=30 76.5 (2.0) 29.6 (4.0) 23.3 (1.6) 15.6 (0.8)
Dissim.repr. AUC dataset 111
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 89.0 (0.4) 18.6 (0.6) 51.1 (1.2) 9.6 (0.3)
summin.K+Logistic2 78.6 (0.6) 23.3 (0.8) 34.6 (1.2) 15.0 (0.3)
meanmin.K+Logistic2 81.1 (1.4) 21.0 (1.4) 36.2 (1.8) 14.1 (0.7)
meanmean.K+Logistic2 84.7 (0.6) 20.6 (0.8) 29.5 (0.6) 12.0 (0.3)
mahal.K+Logistic2 44.0 (2.7) 53.6 (1.9) 6.0 (0.5) 24.1 (0.3)
haussd.K+Logistic2 54.1 (4.1) 45.3 (4.3) 11.8 (2.2) 21.5 (0.9)
emd.K+Logistic2 69.8 (0.0) 31.5 (0.0) 21.6 (0.0) 19.0 (0.0)
linass.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)