Dataset Tiger (Andrews)

Basic characteristics Tiger (Andrews)

1220

instances

200

bags

230

features

100

positive bags

between 1 and 13

instances per bag

100

negative bags

Results Tiger (Andrews)

AUC dataset 302
classifier error
AUC EER meanPrec avCost
APR tau=0.999 54.9 (1.2) 45.1 (1.2) 53.2 (0.5) 23.6 (0.3)
Diverse Density (10.000000) 80.8 (1.5) 24.2 (1.6) 83.6 (1.4) 12.2 (0.9)
EM-DD (10.000000) 72.3 (0.0) 31.0 (0.0) 75.7 (0.0) 16.0 (0.0)
MILBoost (100 rounds) 84.1 (5.1) 23.0 (3.3) 86.4 (4.5) 10.7 (1.8)
Citation MIL ref1, cite1 (h) 71.4 (2.4) 31.5 (2.3) 69.8 (2.1) 17.8 (1.1)
Citation MIL ref3, cite5 (h) 80.6 (1.5) 24.6 (2.2) 82.6 (1.5) 12.9 (0.6)
MI-SVM p=1.000000 83.3 (1.5) 23.4 (1.1) 84.4 (1.3) 11.1 (0.4)
MI-SVM r=10.000000 86.4 (1.4) 20.4 (1.5) 87.9 (1.0) 9.5 (0.8)
MILES p=1.000000 82.9 (1.4) 20.4 (1.9) 85.6 (1.0) 10.7 (0.6)
MILES r=10.000000 87.2 (1.7) 19.0 (1.2) 89.4 (1.2) 8.9 (0.8)
SVmil mahal.K 46.8 (9.6) 52.2 (6.6) 59.6 (4.9) 21.8 (1.9)
SVmil haussd.K 57.1 (26.1) 44.8 (22.6) 68.8 (14.4) 17.7 (5.6)
SVmil emd.K 57.1 (30.2) 43.6 (25.0) 70.1 (16.1) 16.9 (6.1)
Simple MIL with Logistic2, q=1 79.8 (1.3) 26.4 (1.7) 80.7 (1.3) 12.7 (0.7)
mean-inst+Logistic2 79.5 (2.0) 23.9 (2.6) 77.9 (1.7) 13.5 (0.8)
extremes+Logistic2 77.5 (2.0) 26.7 (2.6) 78.4 (1.9) 14.1 (0.8)
cov-coef+Logistic2 74.6 (2.3) 29.6 (1.8) 77.4 (2.3) 15.0 (0.9)
BagOfWords (k=10,diag)+Logistic2 71.2 (4.6) 34.4 (3.2) 75.3 (2.6) 16.2 (0.7)
BagOfWords (k=100,diag)+Logistic2 63.1 (5.3) 38.6 (5.0) 67.0 (2.9) 19.2 (1.5)
Pposterior MIL with N=30 74.1 (3.3) 31.5 (3.7) 77.7 (3.5) 14.8 (1.8)
Dissim.repr. AUC dataset 302
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 78.4 (2.1) 26.6 (1.6) 76.4 (1.9) 14.0 (0.7)
summin.K+Logistic2 77.9 (5.7) 24.5 (6.5) 78.1 (4.2) 13.7 (2.4)
meanmin.K+Logistic2 83.5 (2.5) 19.0 (2.5) 81.9 (2.1) 11.5 (1.2)
meanmean.K+Logistic2 72.6 (2.8) 29.0 (3.0) 71.7 (2.0) 16.6 (1.0)
mahal.K+Logistic2 72.5 (2.5) 32.1 (2.9) 70.6 (2.4) 16.6 (1.0)
haussd.K+Logistic2 63.5 (9.8) 37.0 (8.6) 68.9 (4.7) 18.0 (2.2)
emd.K+Logistic2 80.4 (4.7) 22.2 (4.0) 79.2 (3.7) 12.9 (1.9)
linass.K+Logistic2 66.4 (5.5) 33.5 (5.5) 62.9 (6.4) 20.4 (2.4)