Dataset Harddrive

Basic characteristics Harddrive

68411

instances

369

bags

61

features

178

positive bags

between 2 and 299

instances per bag

191

negative bags

Results Harddrive

AUC dataset 311
classifier error
AUC EER meanPrec avCost
APR tau=0.999 68.0 (2.4) 32.0 (2.4) 60.0 (2.1) 19.3 (1.1)
Diverse Density (10.000000) 98.4 (2.2) 2.5 (2.1) 98.2 (2.2) 1.2 (1.0)
EM-DD (10.000000) 98.2 (0.2) 2.4 (0.8) 96.7 (0.5) 1.7 (0.2)
MILBoost (100 rounds) 94.2 (0.1) 7.9 (0.7) 93.1 (0.2) 4.2 (0.1)
Citation MIL ref1, cite1 (h) 92.5 (0.5) 9.4 (0.3) 89.0 (0.3) 6.8 (0.4)
Citation MIL ref3, cite5 (h) 96.4 (0.5) 6.9 (0.8) 95.8 (0.7) 3.9 (0.3)
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 93.1 (1.6) 9.9 (1.9) 92.8 (1.6) 5.3 (0.8)
MILES r=10.000000 98.6 (0.1) 3.0 (0.3) 98.7 (0.1) 1.3 (0.1)
SVmil mahal.K 46.4 (9.4) 52.6 (11.1) 57.9 (4.1) 22.2 (1.1)
SVmil haussd.K 56.4 (39.3) 44.6 (34.3) 72.8 (21.4) 15.2 (8.2)
SVmil emd.K NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Simple MIL with Logistic2, q=1 91.9 (0.7) 13.9 (0.4) 90.9 (0.8) 6.4 (0.4)
mean-inst+Logistic2 96.0 (0.4) 5.7 (0.6) 93.3 (0.8) 3.7 (0.3)
extremes+Logistic2 94.3 (1.0) 7.9 (1.3) 91.0 (1.9) 5.0 (0.7)
cov-coef+Logistic2 94.1 (0.6) 7.6 (1.2) 90.1 (0.9) 5.0 (0.4)
BagOfWords (k=10,diag)+Logistic2 96.6 (1.7) 6.2 (2.2) 96.7 (1.7) 3.1 (1.1)
BagOfWords (k=100,diag)+Logistic2 96.6 (0.8) 4.9 (0.6) 94.6 (1.1) 3.2 (0.6)
Pposterior MIL with N=30 98.4 (0.3) 4.1 (0.6) 98.4 (0.3) 1.7 (0.2)
Dissim.repr. AUC dataset 311
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 59.1 (17.4) 41.2 (15.8) 72.4 (10.6) 14.4 (4.7)
summin.K+Logistic2 70.2 (11.1) 30.0 (10.1) 77.0 (5.0) 11.6 (2.1)
meanmin.K+Logistic2 48.1 (6.3) 50.9 (5.7) 64.5 (4.4) 17.7 (2.0)
meanmean.K+Logistic2 59.9 (13.7) 41.6 (11.7) 73.2 (7.2) 14.4 (2.9)
mahal.K+Logistic2 55.1 (2.1) 47.1 (1.8) 57.2 (1.6) 21.6 (0.4)
haussd.K+Logistic2 64.0 (6.1) 40.8 (4.6) 69.8 (4.1) 16.7 (1.4)
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)