Dataset Mutagenesis easy

Basic characteristics Mutagenesis easy

10486

instances

188

bags

7

features

125

positive bags

between 28 and 88

instances per bag

63

negative bags

Results Mutagenesis easy

AUC dataset 314
classifier error
AUC EER meanPrec avCost
APR 49.9 (0.2) 50.1 (0.2) 66.5 (0.1) 25.0 (0.0)
DiverseDensity (10.000000) 88.9 (0.8) 19.4 (1.9) 95.2 (0.4) 8.3 (0.2)
EMDD (10.000000) 64.6 (3.4) 41.2 (3.8) 83.6 (1.4) 16.9 (0.9)
MILBoost (100 rounds) 85.2 (4.5) 23.6 (3.5) 93.1 (2.6) 9.9 (2.0)
Citation 1NN, c=1 82.7 (2.1) 18.0 (2.0) 87.1 (1.5) 13.0 (1.2)
Citation 3NN, c=5 82.4 (1.0) 20.4 (1.9) 91.1 (0.6) 11.0 (0.4)
MI-SVM p=1.000000 44.0 (4.4) 55.9 (6.4) 75.0 (1.3) 21.1 (0.8)
MI-SVM r=10.000000 61.2 (1.2) 44.9 (2.6) 82.6 (0.6) 18.1 (0.5)
MILES p=1.000000 78.4 (2.0) 27.6 (1.5) 89.8 (1.1) 12.5 (1.1)
MILES r=10.000000 76.2 (3.0) 29.4 (2.8) 89.0 (2.0) 13.7 (1.4)
SVmil mahal.K 34.2 (25.4) 62.1 (19.8) 72.5 (10.2) 21.3 (5.2)
SVmil haussd.K 34.3 (24.4) 63.1 (20.3) 72.1 (10.0) 21.8 (4.9)
SVmil emd.K NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
SimpleMIL with Logistic2 56.8 (1.8) 47.0 (3.0) 79.4 (0.8) 19.3 (0.5)
mean-inst+Logistic2 75.2 (1.1) 32.0 (2.4) 88.4 (0.8) 14.5 (0.8)
extremes+Logistic2 63.5 (2.6) 38.2 (1.7) 82.1 (1.2) 17.9 (0.7)
cov-coef+Logistic2 91.0 (0.5) 16.9 (2.2) 96.1 (0.3) 7.1 (0.5)
Bag of Words (k=10)+Logistic2 83.3 (2.1) 23.4 (1.8) 92.5 (1.1) 10.8 (1.0)
Bag of Words (k=100)+Logistic2 86.9 (2.1) 17.5 (3.5) 90.9 (1.4) 9.4 (1.2)
PposteriorMIL 83.9 (1.9) 24.5 (1.2) 92.8 (0.9) 10.3 (0.9)
Dissim.repr. AUC dataset 314
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 78.9 (3.8) 26.5 (4.1) 89.9 (2.0) 12.4 (1.6)
summin.K+Logistic2 87.0 (1.4) 17.5 (3.4) 92.2 (0.5) 9.1 (0.7)
meanmin.K+Logistic2 83.9 (1.4) 20.0 (2.3) 89.3 (1.2) 10.8 (0.8)
meanmean.K+Logistic2 75.3 (1.3) 33.6 (2.5) 88.3 (0.6) 14.5 (0.6)
mahal.K+Logistic2 82.8 (1.6) 19.9 (1.6) 88.2 (1.1) 11.6 (0.8)
haussd.K+Logistic2 80.9 (2.3) 22.2 (2.2) 90.0 (1.3) 11.6 (1.0)
emd.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
linass.K+Logistic2 75.3 (2.8) 25.2 (3.3) 82.0 (1.7) 16.9 (1.3)