Dataset Mutagenesis hard

Basic characteristics Mutagenesis hard

2132

instances

42

bags

7

features

13

positive bags

between 26 and 86

instances per bag

29

negative bags

Results Mutagenesis hard

AUC dataset 315
classifier error
AUC EER meanPrec avCost
APR 50.0 (0.0) 50.0 (0.0) 30.3 (0.0) 25.0 (0.0)
DiverseDensity (10.000000) 51.0 (4.2) 48.0 (4.1) 33.7 (3.1) 23.7 (1.1)
EMDD (10.000000) 60.7 (6.7) 41.5 (7.4) 66.5 (4.4) 11.8 (1.5)
MILBoost (100 rounds) 54.2 (15.3) 47.0 (16.3) 54.8 (18.2) 15.7 (6.5)
Citation 1NN, c=1 58.7 (3.1) 41.5 (3.1) 49.4 (5.3) 18.4 (1.4)
Citation 3NN, c=5 57.8 (7.4) 44.7 (10.6) 61.1 (5.3) 14.0 (1.6)
MI-SVM p=1.000000 68.3 (4.9) 31.5 (8.1) 71.3 (5.1) 9.8 (1.4)
MI-SVM r=10.000000 61.0 (3.8) 41.3 (6.9) 64.6 (4.5) 12.2 (1.3)
MILES p=1.000000 79.7 (6.7) 24.8 (7.1) 80.7 (4.6) 6.8 (1.6)
MILES r=10.000000 48.7 (1.4) 51.7 (2.6) 33.8 (4.7) 23.5 (2.1)
SVmil mahal.K 47.3 (9.1) 52.8 (13.8) 55.9 (5.7) 15.1 (2.3)
SVmil haussd.K 46.3 (12.9) 54.2 (11.3) 57.1 (9.2) 15.5 (3.0)
SVmil emd.K 44.7 (26.9) 52.0 (23.4) 54.6 (20.9) 15.6 (7.2)
SimpleMIL with Logistic2 53.7 (8.1) 48.0 (7.5) 56.9 (6.3) 14.5 (1.9)
mean-inst+Logistic2 54.0 (10.0) 48.2 (10.6) 61.7 (7.3) 13.5 (2.8)
extremes+Logistic2 53.7 (3.8) 47.5 (5.5) 57.1 (3.6) 14.5 (1.2)
cov-coef+Logistic2 61.8 (3.1) 37.8 (3.4) 57.1 (4.6) 14.5 (1.4)
Bag of Words (k=10)+Logistic2 70.5 (9.1) 31.5 (9.6) 70.7 (8.0) 10.0 (2.9)
Bag of Words (k=100)+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
PposteriorMIL 71.3 (5.7) 31.3 (7.2) 75.0 (5.1) 8.8 (1.5)
Dissim.repr. AUC dataset 315
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 81.0 (5.3) 20.8 (4.0) 74.4 (7.3) 8.4 (1.8)
summin.K+Logistic2 59.5 (6.3) 41.3 (6.3) 56.0 (5.3) 15.4 (1.9)
meanmin.K+Logistic2 64.3 (5.3) 35.8 (3.4) 59.3 (5.7) 14.0 (1.7)
meanmean.K+Logistic2 56.7 (7.3) 45.0 (9.1) 62.5 (4.6) 12.9 (2.0)
mahal.K+Logistic2 69.2 (8.4) 31.3 (8.1) 62.9 (6.3) 12.5 (2.3)
haussd.K+Logistic2 43.3 (4.2) 57.7 (5.8) 38.0 (2.9) 22.1 (1.0)
emd.K+Logistic2 84.0 (3.4) 17.2 (5.3) 78.4 (2.8) 7.4 (1.4)
linass.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)