Dataset Maron-MI

Basic characteristics Maron-MI

1000

instances

20

bags

2

features

10

positive bags

between 50 and 50

instances per bag

10

negative bags

Results Maron-MI

AUC dataset 104
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) 50.0 (0.0) 50.0 (0.0) 50.0 (0.0) 25.0 (0.0)
EM-DD (10.000000) 58.0 (19.2) 42.0 (19.2) 79.0 (9.6) 10.5 (4.8)
MILBoost (100 rounds) 56.0 (6.5) 44.0 (6.5) 59.0 (4.2) 20.5 (2.1)
Citation MIL ref1, cite1 (h) 47.0 (23.9) 53.0 (23.9) 66.0 (12.9) 17.0 (6.5)
Citation MIL ref3, cite5 (h) 46.0 (16.7) 54.0 (16.7) 73.0 (8.4) 13.5 (4.2)
MI-SVM p=1.000000 52.0 (13.0) 48.0 (13.0) 76.0 (6.5) 12.0 (3.3)
MI-SVM r=10.000000 51.0 (12.4) 49.0 (12.4) 75.0 (6.1) 12.5 (3.1)
MILES p=1.000000 54.0 (26.1) 46.0 (26.1) 77.0 (13.0) 11.5 (6.5)
MILES r=10.000000 50.0 (0.0) 50.0 (0.0) 50.0 (0.0) 25.0 (0.0)
SVmil mahal.K 72.0 (14.8) 28.0 (14.8) 86.0 (7.4) 7.0 (3.7)
SVmil haussd.K 44.0 (18.2) 56.0 (18.2) 72.0 (9.1) 14.0 (4.5)
SVmil emd.K 64.0 (18.2) 36.0 (18.2) 82.0 (9.1) 9.0 (4.5)
Simple MIL with Logistic2, q=1 48.0 (8.4) 52.0 (8.4) 74.0 (4.2) 13.0 (2.1)
mean-inst+Logistic2 36.0 (25.1) 64.0 (25.1) 68.0 (12.5) 16.0 (6.3)
extremes+Logistic2 48.0 (19.2) 52.0 (19.2) 73.0 (8.4) 13.5 (4.2)
cov-coef+Logistic2 48.0 (19.2) 52.0 (19.2) 74.0 (9.6) 13.0 (4.8)
BagOfWords (k=10,diag)+Logistic2 39.0 (18.5) 61.0 (18.5) 66.0 (9.6) 17.0 (4.8)
BagOfWords (k=100,diag)+Logistic2 56.0 (11.4) 44.0 (11.4) 78.0 (5.7) 11.0 (2.9)
Pposterior MIL with N=30 51.0 (10.2) 49.0 (10.2) 74.0 (6.5) 13.0 (3.3)
Dissim.repr. AUC dataset 104
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 46.0 (24.1) 54.0 (24.1) 68.0 (11.0) 16.0 (5.5)
summin.K+Logistic2 52.0 (14.8) 48.0 (14.8) 76.0 (7.4) 12.0 (3.7)
meanmin.K+Logistic2 51.0 (18.2) 49.0 (18.2) 75.0 (9.4) 12.5 (4.7)
meanmean.K+Logistic2 54.0 (21.9) 46.0 (21.9) 77.0 (11.0) 11.5 (5.5)
mahal.K+Logistic2 48.0 (35.1) 52.0 (35.1) 72.0 (15.7) 14.0 (7.8)
haussd.K+Logistic2 52.0 (22.5) 48.0 (22.5) 75.0 (11.7) 12.5 (5.9)
emd.K+Logistic2 50.0 (24.5) 50.0 (24.5) 75.0 (12.2) 12.5 (6.1)
linass.K+Logistic2 45.0 (15.4) 55.0 (15.4) 60.0 (11.7) 20.0 (5.9)