Dataset Protein

Basic characteristics Protein

26611

instances

193

bags

8

features

25

positive bags

between 35 and 189

instances per bag

168

negative bags

Results Protein

AUC dataset 313
classifier error
AUC EER meanPrec avCost
APR 49.9 (1.2) 50.1 (1.2) 12.9 (0.1) 24.9 (0.0)
DiverseDensity (10.000000) 51.7 (5.2) 48.2 (4.2) 20.4 (5.3) 21.4 (2.0)
EMDD (10.000000) 70.3 (6.5) 35.6 (6.6) 39.7 (7.9) 13.6 (1.7)
MILBoost (100 rounds) 79.2 (2.0) 25.4 (4.2) 57.3 (4.5) 9.9 (0.8)
Citation 1NN, c=1 54.4 (4.6) 45.7 (5.1) 22.1 (3.3) 22.0 (1.4)
Citation 3NN, c=5 53.0 (2.2) 47.0 (4.2) 23.2 (2.9) 19.9 (0.9)
MI-SVM p=1.000000 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MI-SVM r=10.000000 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MILES p=1.000000 78.1 (2.7) 30.2 (4.9) 58.2 (4.7) 10.7 (1.2)
MILES r=10.000000 67.5 (4.1) 34.7 (4.0) 36.4 (5.0) 16.3 (2.2)
SVmil mahal.K 83.9 (3.4) 19.0 (3.7) 68.9 (3.5) 7.7 (0.8)
SVmil haussd.K 54.1 (2.7) 47.2 (3.2) 24.8 (2.0) 18.4 (0.4)
SVmil emd.K NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
SimpleMIL with Logistic2 71.0 (0.7) 35.1 (2.0) 38.0 (3.6) 13.4 (0.6)
mean-inst+Logistic2 70.9 (1.0) 32.8 (2.5) 50.3 (1.5) 12.9 (0.4)
extremes+Logistic2 51.3 (4.1) 48.9 (6.8) 28.8 (2.8) 18.2 (1.0)
cov-coef+Logistic2 68.6 (3.1) 37.0 (5.1) 41.5 (4.8) 15.3 (0.8)
Bag of Words (k=10)+Logistic2 69.7 (6.8) 36.9 (7.1) 40.5 (7.3) 13.6 (2.3)
Bag of Words (k=100)+Logistic2 83.7 (2.6) 22.6 (3.2) 60.7 (4.7) 8.7 (1.1)
PposteriorMIL 82.6 (3.8) 24.2 (6.2) 59.1 (4.5) 9.1 (1.2)
Dissim.repr. AUC dataset 313
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 89.5 (1.4) 15.5 (2.9) 67.5 (3.6) 6.3 (0.9)
summin.K+Logistic2 80.7 (3.4) 28.0 (4.5) 60.3 (5.3) 9.6 (1.5)
meanmin.K+Logistic2 85.5 (1.7) 21.4 (3.5) 62.5 (5.2) 7.8 (0.7)
meanmean.K+Logistic2 70.3 (1.1) 31.9 (2.6) 47.3 (4.1) 13.2 (1.1)
mahal.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
haussd.K+Logistic2 64.5 (5.8) 38.0 (4.6) 34.0 (7.0) 16.5 (2.5)
emd.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
linass.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)