Dataset Birds, target class Red-breasted Nuthatch

Basic characteristics Birds, target class Red-breasted Nuthatch

10232

instances

548

bags

38

features

82

positive bags

between 2 and 43

instances per bag

466

negative bags

Results Birds, target class Red-breasted Nuthatch

AUC dataset 319
classifier error
AUC EER meanPrec avCost
APR 56.2 (0.9) 43.8 (0.9) 16.8 (0.3) 23.3 (0.3)
DiverseDensity (10.000000) 36.0 (0.2) 60.6 (1.0) 16.7 (0.3) 23.7 (0.2)
EMDD (10.000000) 98.7 (0.0) 5.2 (0.3) 96.6 (0.4) 1.9 (0.2)
MILBoost (100 rounds) 98.7 (0.4) 5.8 (0.6) 96.2 (0.9) 2.1 (0.4)
Citation 1NN, c=1 82.9 (0.9) 18.2 (0.9) 56.8 (1.3) 12.8 (0.3)
Citation 3NN, c=5 94.1 (0.5) 12.0 (0.8) 79.4 (1.6) 6.2 (0.7)
MI-SVM p=1.000000 92.1 (1.1) 15.2 (1.9) 72.6 (2.4) 7.3 (0.8)
MI-SVM r=10.000000 98.2 (0.2) 5.7 (0.5) 91.4 (0.5) 2.2 (0.2)
MILES p=1.000000 97.1 (0.3) 9.0 (1.6) 91.2 (1.1) 3.6 (0.2)
MILES r=10.000000 98.3 (0.3) 5.4 (1.5) 94.4 (0.6) 2.4 (0.4)
SVmil mahal.K 61.3 (14.3) 43.3 (9.5) 28.3 (6.0) 18.3 (2.8)
SVmil haussd.K 69.9 (24.1) 35.2 (17.8) 41.7 (11.7) 14.8 (4.4)
SVmil emd.K NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
SimpleMIL with Logistic2 91.2 (0.4) 15.2 (0.9) 67.6 (1.1) 7.8 (0.3)
mean-inst+Logistic2 96.4 (0.4) 9.9 (1.4) 86.6 (1.3) 4.2 (0.3)
extremes+Logistic2 92.7 (0.7) 12.4 (1.4) 69.0 (2.8) 6.5 (0.6)
cov-coef+Logistic2 96.3 (0.4) 9.7 (1.6) 86.8 (1.4) 4.2 (0.5)
Bag of Words (k=10)+Logistic2 93.9 (1.5) 12.2 (1.4) 78.8 (4.7) 6.1 (1.0)
Bag of Words (k=100)+Logistic2 94.9 (0.8) 11.6 (1.5) 74.6 (4.4) 5.4 (0.4)
PposteriorMIL 82.4 (3.2) 23.1 (3.0) 56.9 (5.4) 12.1 (1.6)
Dissim.repr. AUC dataset 319
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 95.0 (0.5) 11.5 (1.1) 79.4 (1.9) 5.4 (0.4)
summin.K+Logistic2 97.5 (0.0) 8.6 (0.0) 89.4 (0.0) 3.4 (0.0)
meanmin.K+Logistic2 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
meanmean.K+Logistic2 95.8 (0.0) 10.3 (0.0) 86.3 (0.0) 4.3 (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)