Dataset Sival Apple

Basic characteristics Sival Apple

47414

instances

1500

bags

30

features

60

positive bags

between 31 and 32

instances per bag

1440

negative bags

Results Sival Apple

AUC dataset 131
classifier error
AUC EER meanPrec avCost
APR tau=0.999 50.0 (0.0) 50.0 (0.0) 4.0 (0.0) 25.0 (0.0)
Diverse Density (10.000000) 59.6 (0.2) 43.6 (1.2) 9.5 (0.9) 19.9 (0.4)
EM-DD (10.000000) 64.7 (0.0) 40.7 (0.0) 12.2 (0.0) 18.3 (0.0)
MILBoost (100 rounds) 85.9 (3.8) 22.7 (4.6) 53.2 (4.4) 9.8 (1.9)
Citation MIL ref1, cite1 (h) 63.6 (1.6) 36.4 (1.6) 12.5 (1.2) 21.0 (0.5)
Citation MIL ref3, cite5 (h) 77.1 (0.7) 25.9 (0.4) 29.1 (1.4) 15.5 (0.4)
MI-SVM p=1.000000 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
MI-SVM r=10.000000 76.1 (1.6) 28.7 (1.1) 16.3 (1.6) 14.7 (0.6)
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 56.1 (0.9) 46.4 (1.6) 9.7 (1.4) 20.8 (0.5)
SVmil haussd.K 70.9 (3.4) 33.2 (3.9) 22.0 (1.9) 16.1 (0.7)
SVmil emd.K 75.4 (0.0) 31.9 (0.0) 23.8 (0.0) 15.4 (0.0)
Simple MIL with Logistic2, q=1 76.5 (1.0) 28.3 (2.5) 17.1 (0.2) 14.6 (0.4)
mean-inst+Logistic2 70.0 (1.2) 35.2 (2.5) 17.3 (0.9) 17.0 (0.4)
extremes+Logistic2 84.0 (1.2) 25.1 (2.0) 39.2 (1.5) 11.2 (0.8)
cov-coef+Logistic2 84.6 (1.5) 23.7 (2.6) 27.1 (2.5) 11.5 (0.8)
BagOfWords (k=10,diag)+Logistic2 72.6 (1.1) 32.1 (1.7) 18.4 (2.5) 16.2 (0.5)
BagOfWords (k=100,diag)+Logistic2 74.1 (1.1) 30.4 (1.4) 21.5 (1.8) 15.5 (0.5)
Pposterior MIL with N=30 72.1 (2.3) 34.5 (2.2) 20.2 (3.9) 16.6 (0.7)
Dissim.repr. AUC dataset 131
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 71.7 (1.3) 35.0 (1.9) 22.9 (2.1) 16.2 (0.5)
summin.K+Logistic2 77.0 (5.4) 30.3 (5.7) 28.0 (8.5) 14.4 (2.1)
meanmin.K+Logistic2 84.0 (1.1) 24.5 (1.0) 38.5 (1.9) 11.8 (0.8)
meanmean.K+Logistic2 72.5 (1.4) 32.2 (2.6) 19.7 (2.1) 16.0 (0.7)
mahal.K+Logistic2 80.6 (1.8) 27.0 (1.6) 28.5 (3.0) 13.1 (0.8)
haussd.K+Logistic2 76.8 (3.4) 29.0 (3.9) 26.3 (1.8) 14.9 (1.5)
emd.K+Logistic2 84.2 (0.3) 22.9 (2.2) 39.9 (0.3) 11.7 (0.5)
linass.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)