Dataset Rotated-MI (phi=0.174533)

Basic characteristics Rotated-MI (phi=0.174533)

1336

instances

60

bags

2

features

30

positive bags

between 15 and 29

instances per bag

30

negative bags

Results Rotated-MI (phi=0.174533)

AUC dataset 108
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) 55.7 (6.0) 47.7 (4.0) 70.1 (5.4) 16.8 (2.5)
EM-DD (10.000000) 74.7 (8.4) 29.3 (4.3) 83.7 (5.6) 10.7 (2.2)
MILBoost (100 rounds) 84.4 (7.7) 21.3 (5.1) 90.2 (4.7) 7.2 (2.2)
Citation MIL ref1, cite1 (h) 88.1 (8.0) 13.3 (7.5) 86.7 (7.6) 7.6 (3.8)
Citation MIL ref3, cite5 (h) 92.0 (5.8) 13.3 (8.4) 93.8 (4.5) 4.6 (3.0)
MI-SVM p=1.000000 73.2 (7.9) 30.3 (10.0) 79.0 (8.9) 12.0 (4.3)
MI-SVM r=10.000000 57.3 (21.4) 44.7 (18.7) 70.9 (14.3) 15.8 (6.4)
MILES p=1.000000 96.2 (3.9) 6.7 (7.1) 97.2 (2.9) 2.1 (2.2)
MILES r=10.000000 50.3 (0.7) 49.7 (0.7) 50.7 (1.5) 24.8 (0.6)
SVmil mahal.K 44.2 (18.2) 52.7 (14.6) 64.3 (10.6) 19.0 (3.9)
SVmil haussd.K 33.6 (23.0) 64.7 (20.4) 58.2 (13.4) 20.2 (5.3)
SVmil emd.K 30.4 (32.9) 68.0 (28.9) 58.8 (18.9) 19.0 (7.7)
Simple MIL with Logistic2, q=1 41.1 (22.4) 58.7 (21.2) 63.2 (12.1) 18.6 (4.7)
mean-inst+Logistic2 55.3 (2.4) 46.7 (3.3) 71.4 (2.6) 16.6 (0.8)
extremes+Logistic2 97.9 (1.8) 4.3 (4.0) 98.3 (1.2) 1.4 (1.0)
cov-coef+Logistic2 98.3 (2.9) 2.3 (4.3) 98.0 (3.3) 1.2 (2.0)
BagOfWords (k=10,diag)+Logistic2 71.7 (6.2) 35.3 (6.9) 80.8 (3.9) 11.8 (2.4)
BagOfWords (k=100,diag)+Logistic2 94.4 (3.4) 9.3 (6.4) 96.2 (2.3) 2.9 (1.8)
Pposterior MIL with N=30 81.6 (2.0) 24.0 (6.4) 88.1 (1.0) 8.3 (0.7)
Dissim.repr. AUC dataset 108
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 60.6 (7.2) 41.7 (6.2) 69.0 (4.6) 16.6 (1.9)
summin.K+Logistic2 99.3 (0.6) 2.0 (1.8) 99.5 (0.5) 0.5 (0.5)
meanmin.K+Logistic2 99.8 (0.5) 0.7 (1.5) 99.8 (0.4) 0.2 (0.4)
meanmean.K+Logistic2 46.0 (10.9) 57.3 (8.6) 66.1 (6.3) 18.2 (2.6)
mahal.K+Logistic2 98.7 (2.0) 2.7 (4.3) 98.9 (1.5) 0.8 (1.2)
haussd.K+Logistic2 93.0 (5.6) 10.0 (5.7) 94.3 (5.1) 3.6 (2.5)
emd.K+Logistic2 97.7 (2.3) 4.3 (3.2) 97.7 (3.0) 1.5 (1.4)
linass.K+Logistic2 82.3 (4.7) 19.3 (4.2) 85.5 (2.1) 8.6 (1.4)