Dataset Fox (Andrews)

Basic characteristics Fox (Andrews)

1320

instances

200

bags

230

features

100

positive bags

between 2 and 13

instances per bag

100

negative bags

Results Fox (Andrews)

AUC dataset 301
classifier error
AUC EER meanPrec avCost
APR tau=0.999 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Diverse Density (10.000000) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
EM-DD (10.000000) 67.6 (0.0) 36.0 (0.0) 73.5 (0.0) 17.2 (0.0)
MILBoost (100 rounds) 61.1 (7.6) 41.5 (4.7) 68.4 (5.8) 19.2 (2.2)
Citation MIL ref1, cite1 (h) 58.2 (3.3) 43.1 (1.8) 59.6 (2.3) 22.3 (0.8)
Citation MIL ref3, cite5 (h) 62.9 (2.8) 40.4 (3.1) 68.0 (2.1) 19.5 (1.2)
MI-SVM p=1.000000 53.9 (1.4) 46.6 (2.6) 62.9 (1.5) 20.2 (0.5)
MI-SVM r=10.000000 69.6 (1.4) 36.2 (1.5) 74.2 (1.7) 16.5 (0.9)
MILES p=1.000000 61.6 (0.9) 39.6 (0.9) 67.9 (1.0) 19.1 (0.5)
MILES r=10.000000 69.8 (1.7) 36.0 (1.9) 76.0 (1.6) 16.3 (0.7)
SVmil mahal.K 53.0 (8.3) 47.4 (6.8) 62.8 (5.8) 20.8 (2.0)
SVmil haussd.K 51.1 (6.9) 48.8 (4.0) 61.7 (4.4) 21.4 (1.4)
SVmil emd.K 50.6 (8.6) 50.6 (6.8) 62.3 (4.8) 20.9 (1.7)
Simple MIL with Logistic2, q=1 55.2 (2.8) 46.6 (2.3) 63.8 (2.0) 19.8 (1.0)
mean-inst+Logistic2 55.4 (1.7) 45.1 (2.3) 55.0 (1.6) 23.7 (0.4)
extremes+Logistic2 60.8 (2.6) 41.8 (2.6) 61.9 (2.6) 20.9 (1.3)
cov-coef+Logistic2 62.3 (1.0) 39.7 (1.0) 65.7 (1.6) 19.7 (0.7)
BagOfWords (k=10,diag)+Logistic2 56.9 (3.6) 43.6 (2.8) 65.0 (2.9) 20.6 (1.0)
BagOfWords (k=100,diag)+Logistic2 53.4 (4.6) 46.6 (4.7) 61.3 (3.0) 21.6 (1.0)
Pposterior MIL with N=30 56.7 (4.0) 46.0 (3.7) 65.0 (3.4) 20.4 (1.5)
Dissim.repr. AUC dataset 301
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 65.1 (2.5) 39.0 (2.8) 65.1 (1.1) 19.6 (0.5)
summin.K+Logistic2 59.9 (1.0) 41.3 (2.0) 62.9 (1.2) 20.9 (0.2)
meanmin.K+Logistic2 65.8 (1.1) 36.1 (1.0) 63.7 (1.1) 20.5 (0.7)
meanmean.K+Logistic2 58.7 (1.9) 42.4 (2.1) 65.7 (2.3) 20.1 (0.9)
mahal.K+Logistic2 57.2 (2.0) 44.7 (3.2) 60.1 (1.5) 21.7 (0.6)
haussd.K+Logistic2 55.4 (3.1) 46.4 (3.4) 64.4 (2.5) 20.6 (0.8)
emd.K+Logistic2 63.9 (2.9) 38.0 (2.8) 66.0 (2.0) 19.7 (0.9)
linass.K+Logistic2 53.9 (2.8) 46.1 (2.8) 53.8 (1.9) 23.9 (0.4)