Dataset Harddrive

Basic characteristics Harddrive

68411

instances

369

bags

61

features

191

positive bags

between 2 and 299

instances per bag

178

negative bags

Results Harddrive

AUC dataset 312
classifier error
AUC EER meanPrec avCost
APR tau=0.999 49.7 (0.1) 50.3 (0.1) 51.6 (0.1) 24.9 (0.0)
Diverse Density (10.000000) 95.7 (0.7) 7.5 (0.5) 97.4 (0.4) 3.6 (0.3)
EM-DD (10.000000) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MILBoost (100 rounds) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Citation MIL ref1, cite1 (h) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Citation MIL ref3, cite5 (h) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
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 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MILES r=10.000000 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
SVmil mahal.K 53.4 (7.9) 47.2 (9.7) 65.6 (2.9) 21.1 (0.7)
SVmil haussd.K 43.8 (39.2) 55.3 (33.5) 68.0 (20.3) 18.0 (8.2)
SVmil emd.K NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Simple MIL with Logistic2, q=1 97.2 (0.2) 5.0 (0.7) 97.7 (0.2) 2.6 (0.1)
mean-inst+Logistic2 94.7 (1.0) 8.7 (1.3) 94.9 (1.3) 4.8 (0.9)
extremes+Logistic2 90.7 (0.9) 11.1 (0.6) 89.0 (0.9) 7.8 (0.5)
cov-coef+Logistic2 91.8 (1.5) 9.8 (1.8) 91.5 (1.8) 6.3 (1.2)
BagOfWords (k=10,diag)+Logistic2 96.2 (1.2) 7.6 (1.8) 97.4 (1.0) 3.6 (1.1)
BagOfWords (k=100,diag)+Logistic2 95.5 (0.3) 5.5 (0.7) 93.9 (0.5) 4.1 (0.3)
Pposterior MIL with N=30 98.5 (0.5) 5.2 (1.0) 98.9 (0.3) 2.1 (0.5)
Dissim.repr. AUC dataset 312
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
summin.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
meanmin.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
meanmean.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
mahal.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
haussd.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
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)