Dataset Widened-MI (w=1.100000)

Basic characteristics Widened-MI (w=1.100000)

1338

instances

60

bags

2

features

30

positive bags

between 15 and 29

instances per bag

30

negative bags

Results Widened-MI (w=1.100000)

AUC dataset 109
classifier error
AUC EER meanPrec avCost
APR tau=0.999 50.0 (0.0) 50.0 (0.0) 50.0 (0.0) 25.0 (0.0)
Diverse Density (10.000000) 56.0 (7.8) 44.7 (7.7) 71.4 (3.7) 15.8 (1.9)
EM-DD (10.000000) 48.0 (4.5) 52.7 (1.5) 65.6 (3.1) 18.9 (1.3)
MILBoost (100 rounds) 58.4 (7.3) 44.7 (6.1) 72.7 (4.2) 16.1 (1.8)
Citation MIL ref1, cite1 (h) 53.2 (10.4) 47.7 (8.6) 62.8 (6.0) 19.9 (1.9)
Citation MIL ref3, cite5 (h) 52.9 (8.7) 47.3 (4.8) 67.6 (6.9) 18.0 (2.6)
MI-SVM p=1.000000 58.6 (9.1) 43.7 (9.6) 69.0 (3.8) 17.1 (2.3)
MI-SVM r=10.000000 50.7 (10.3) 49.7 (10.3) 64.3 (7.9) 18.9 (3.4)
MILES p=1.000000 65.3 (7.8) 38.7 (6.9) 77.8 (5.3) 13.1 (2.0)
MILES r=10.000000 49.7 (0.7) 50.3 (0.7) 49.9 (0.3) 25.0 (0.0)
SVmil mahal.K 59.6 (12.3) 41.3 (9.6) 72.6 (8.0) 15.4 (3.4)
SVmil haussd.K 41.6 (14.2) 56.7 (12.2) 61.7 (9.1) 19.7 (3.4)
SVmil emd.K 45.1 (11.5) 53.3 (8.5) 64.8 (6.6) 19.3 (2.4)
Simple MIL with Logistic2, q=1 57.3 (9.9) 44.0 (7.2) 72.4 (5.9) 16.0 (2.4)
mean-inst+Logistic2 53.1 (6.7) 46.7 (6.7) 68.4 (4.9) 17.5 (2.0)
extremes+Logistic2 58.0 (6.6) 44.0 (5.5) 72.4 (5.4) 15.5 (1.9)
cov-coef+Logistic2 71.1 (5.4) 32.0 (6.5) 80.7 (3.1) 11.8 (1.8)
BagOfWords (k=10,diag)+Logistic2 56.9 (11.9) 44.0 (10.4) 72.2 (8.1) 15.3 (3.6)
BagOfWords (k=100,diag)+Logistic2 58.2 (5.7) 44.0 (6.0) 72.2 (3.5) 16.0 (1.0)
Pposterior MIL with N=30 62.9 (4.3) 39.3 (4.3) 75.4 (2.3) 14.7 (1.0)
Dissim.repr. AUC dataset 109
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 54.7 (6.0) 47.3 (5.3) 65.4 (4.9) 18.2 (1.4)
summin.K+Logistic2 56.0 (4.9) 44.7 (4.8) 65.4 (4.0) 18.2 (1.6)
meanmin.K+Logistic2 62.4 (8.4) 39.0 (7.7) 69.3 (6.0) 16.4 (2.8)
meanmean.K+Logistic2 73.1 (1.8) 32.7 (2.8) 83.0 (1.5) 11.2 (1.1)
mahal.K+Logistic2 58.7 (8.2) 42.3 (7.0) 71.7 (4.9) 15.8 (2.6)
haussd.K+Logistic2 60.1 (12.0) 42.0 (8.3) 69.6 (10.6) 16.5 (4.1)
emd.K+Logistic2 61.0 (10.0) 39.3 (9.2) 69.1 (6.8) 16.7 (2.9)
linass.K+Logistic2 56.2 (10.8) 44.7 (9.9) 64.5 (7.3) 18.1 (2.8)