Dataset MI-concept

Basic characteristics MI-concept

142

instances

20

bags

2

features

10

positive bags

between 5 and 9

instances per bag

10

negative bags

Results MI-concept

AUC dataset 106
classifier error
AUC EER meanPrec avCost
APR tau=0.999 51.0 (2.2) 49.0 (2.2) 51.0 (2.2) 24.5 (1.1)
Diverse Density (10.000000) 90.0 (17.3) 10.0 (17.3) 95.0 (8.7) 2.5 (4.3)
EM-DD (10.000000) 96.0 (5.5) 4.0 (5.5) 98.0 (2.7) 1.0 (1.4)
MILBoost (100 rounds) 84.0 (15.2) 16.0 (15.2) 92.0 (7.6) 4.0 (3.8)
Citation MIL ref1, cite1 (h) 83.0 (9.1) 17.0 (9.1) 87.0 (5.7) 6.5 (2.9)
Citation MIL ref3, cite5 (h) 96.0 (5.5) 4.0 (5.5) 98.0 (2.7) 1.0 (1.4)
MI-SVM p=1.000000 82.0 (13.0) 18.0 (13.0) 91.0 (6.5) 4.5 (3.3)
MI-SVM r=10.000000 54.0 (18.2) 46.0 (18.2) 77.0 (9.1) 11.5 (4.5)
MILES p=1.000000 98.0 (4.5) 2.0 (4.5) 99.0 (2.2) 0.5 (1.1)
MILES r=10.000000 77.0 (20.5) 23.0 (20.5) 80.0 (20.6) 10.0 (10.3)
SVmil mahal.K 26.0 (31.3) 74.0 (31.3) 63.0 (15.7) 18.5 (7.8)
SVmil haussd.K 32.0 (33.5) 68.0 (33.5) 66.0 (16.7) 17.0 (8.4)
SVmil emd.K 30.0 (33.9) 70.0 (33.9) 65.0 (17.0) 17.5 (8.5)
Simple MIL with Logistic2, q=1 98.0 (4.5) 2.0 (4.5) 99.0 (2.2) 0.5 (1.1)
mean-inst+Logistic2 77.0 (9.7) 23.0 (9.7) 88.0 (4.5) 6.0 (2.2)
extremes+Logistic2 54.0 (27.0) 46.0 (27.0) 77.0 (13.5) 11.5 (6.8)
cov-coef+Logistic2 66.0 (15.2) 34.0 (15.2) 83.0 (7.6) 8.5 (3.8)
BagOfWords (k=10,diag)+Logistic2 69.0 (10.8) 31.0 (10.8) 83.0 (4.5) 8.5 (2.2)
BagOfWords (k=100,diag)+Logistic2 74.0 (16.7) 26.0 (16.7) 87.0 (8.4) 6.5 (4.2)
Pposterior MIL with N=30 78.0 (13.5) 22.0 (13.5) 88.0 (7.6) 6.0 (3.8)
Dissim.repr. AUC dataset 106
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 72.0 (13.5) 28.0 (13.5) 85.0 (7.9) 7.5 (4.0)
summin.K+Logistic2 98.0 (4.5) 2.0 (4.5) 99.0 (2.2) 0.5 (1.1)
meanmin.K+Logistic2 95.0 (7.1) 5.0 (7.1) 97.0 (4.5) 1.5 (2.2)
meanmean.K+Logistic2 83.0 (4.5) 17.0 (4.5) 91.0 (2.2) 4.5 (1.1)
mahal.K+Logistic2 88.0 (6.7) 12.0 (6.7) 92.0 (4.5) 4.0 (2.2)
haussd.K+Logistic2 92.0 (11.0) 8.0 (11.0) 96.0 (5.5) 2.0 (2.7)
emd.K+Logistic2 89.0 (7.4) 11.0 (7.4) 94.0 (4.2) 3.0 (2.1)
linass.K+Logistic2 83.0 (14.8) 17.0 (14.8) 90.0 (7.1) 5.0 (3.5)