Dataset Gaussian-MI (np=1,nn=0)

Basic characteristics Gaussian-MI (np=1,nn=0)

133

instances

20

bags

2

features

10

positive bags

between 5 and 9

instances per bag

10

negative bags

Results Gaussian-MI (np=1,nn=0)

AUC dataset 103
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) 76.0 (11.4) 24.0 (11.4) 88.0 (5.7) 6.0 (2.9)
EM-DD (10.000000) 98.0 (4.5) 2.0 (4.5) 99.0 (2.2) 0.5 (1.1)
MILBoost (100 rounds) 98.0 (2.7) 2.0 (2.7) 98.0 (2.7) 1.0 (1.4)
Citation MIL ref1, cite1 (h) 99.0 (2.2) 1.0 (2.2) 99.0 (2.2) 0.5 (1.1)
Citation MIL ref3, cite5 (h) 100.0 (0.0) 0.0 (0.0) 100.0 (0.0) 0.0 (0.0)
MI-SVM p=1.000000 90.0 (14.1) 10.0 (14.1) 95.0 (7.1) 2.5 (3.5)
MI-SVM r=10.000000 52.0 (19.2) 48.0 (19.2) 76.0 (9.6) 12.0 (4.8)
MILES p=1.000000 98.0 (4.5) 2.0 (4.5) 99.0 (2.2) 0.5 (1.1)
MILES r=10.000000 99.0 (2.2) 1.0 (2.2) 99.0 (2.2) 0.5 (1.1)
SVmil mahal.K 40.0 (28.3) 60.0 (28.3) 70.0 (14.1) 15.0 (7.1)
SVmil haussd.K 24.0 (42.8) 76.0 (42.8) 62.0 (21.4) 19.0 (10.7)
SVmil emd.K 26.0 (42.2) 74.0 (42.2) 63.0 (21.1) 18.5 (10.5)
Simple MIL with Logistic2, q=1 100.0 (0.0) 0.0 (0.0) 100.0 (0.0) 0.0 (0.0)
mean-inst+Logistic2 94.0 (8.9) 6.0 (8.9) 97.0 (4.5) 1.5 (2.2)
extremes+Logistic2 100.0 (0.0) 0.0 (0.0) 100.0 (0.0) 0.0 (0.0)
cov-coef+Logistic2 100.0 (0.0) 0.0 (0.0) 100.0 (0.0) 0.0 (0.0)
BagOfWords (k=10,diag)+Logistic2 82.0 (11.5) 18.0 (11.5) 90.0 (6.1) 5.0 (3.1)
BagOfWords (k=100,diag)+Logistic2 66.0 (27.0) 34.0 (27.0) 83.0 (13.5) 8.5 (6.8)
Pposterior MIL with N=30 81.0 (16.4) 19.0 (16.4) 89.0 (8.9) 5.5 (4.5)
Dissim.repr. AUC dataset 103
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 55.0 (27.2) 45.0 (27.2) 74.0 (15.6) 13.0 (7.8)
summin.K+Logistic2 100.0 (0.0) 0.0 (0.0) 100.0 (0.0) 0.0 (0.0)
meanmin.K+Logistic2 100.0 (0.0) 0.0 (0.0) 100.0 (0.0) 0.0 (0.0)
meanmean.K+Logistic2 98.0 (2.7) 2.0 (2.7) 98.0 (2.7) 1.0 (1.4)
mahal.K+Logistic2 91.0 (7.4) 9.0 (7.4) 95.0 (3.5) 2.5 (1.8)
haussd.K+Logistic2 100.0 (0.0) 0.0 (0.0) 100.0 (0.0) 0.0 (0.0)
emd.K+Logistic2 100.0 (0.0) 0.0 (0.0) 100.0 (0.0) 0.0 (0.0)
linass.K+Logistic2 94.0 (8.9) 6.0 (8.9) 94.0 (8.9) 3.0 (4.5)