Dataset Birds, target class Pacific-slope Flycatcher

Basic characteristics Birds, target class Pacific-slope Flycatcher

10232

instances

548

bags

38

features

165

positive bags

between 2 and 43

instances per bag

383

negative bags

Results Birds, target class Pacific-slope Flycatcher

AUC dataset 318
classifier error
AUC EER meanPrec avCost
APR NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
DiverseDensity (10.000000) 90.7 (1.6) 15.5 (1.0) 85.5 (2.6) 8.2 (0.8)
EMDD (10.000000) 94.6 (0.9) 11.0 (0.8) 92.3 (1.1) 5.8 (0.8)
MILBoost (100 rounds) 91.3 (1.3) 16.1 (1.6) 84.4 (2.5) 8.6 (0.8)
Citation 1NN, c=1 84.1 (0.8) 17.6 (1.0) 68.5 (1.4) 12.9 (0.6)
Citation 3NN, c=5 92.0 (0.3) 14.4 (0.9) 84.7 (0.5) 8.3 (0.2)
MI-SVM p=1.000000 80.5 (0.9) 28.2 (1.1) 70.2 (1.2) 14.5 (0.3)
MI-SVM r=10.000000 93.3 (0.3) 11.7 (0.5) 87.6 (0.7) 6.6 (0.2)
MILES p=1.000000 92.1 (0.8) 15.8 (1.1) 85.2 (1.3) 8.2 (0.5)
MILES r=10.000000 95.7 (0.3) 9.5 (0.6) 91.9 (0.5) 4.9 (0.2)
SVmil mahal.K 52.2 (0.7) 49.1 (1.0) 39.4 (0.6) 22.4 (0.3)
SVmil haussd.K 74.0 (3.1) 34.7 (2.4) 65.1 (2.8) 16.3 (0.7)
SVmil emd.K 88.5 (4.5) 17.0 (3.3) 82.3 (2.9) 8.9 (0.8)
SimpleMIL with Logistic2 87.9 (0.2) 19.0 (0.6) 77.4 (0.6) 10.9 (0.3)
mean-inst+Logistic2 91.1 (0.3) 17.0 (1.5) 84.0 (0.6) 9.0 (0.2)
extremes+Logistic2 90.8 (0.7) 15.0 (1.3) 82.4 (1.6) 8.7 (0.5)
cov-coef+Logistic2 93.6 (0.6) 14.3 (0.6) 84.8 (1.6) 7.4 (0.3)
Bag of Words (k=10)+Logistic2 82.6 (2.3) 25.2 (2.4) 71.9 (3.6) 13.2 (0.9)
Bag of Words (k=100)+Logistic2 85.4 (2.4) 17.9 (2.3) 70.1 (5.0) 12.1 (1.7)
PposteriorMIL 90.3 (1.4) 17.8 (2.2) 83.9 (2.9) 9.3 (0.8)
Dissim.repr. AUC dataset 318
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 93.6 (0.6) 11.9 (0.5) 86.3 (0.8) 6.7 (0.4)
summin.K+Logistic2 94.7 (0.2) 10.3 (1.0) 84.5 (0.5) 5.9 (0.2)
meanmin.K+Logistic2 94.8 (0.3) 10.2 (1.1) 85.6 (1.1) 5.7 (0.4)
meanmean.K+Logistic2 87.3 (2.1) 20.5 (1.9) 78.0 (2.5) 11.1 (0.9)
mahal.K+Logistic2 55.1 (2.4) 46.4 (1.4) 39.4 (2.0) 22.5 (0.6)
haussd.K+Logistic2 90.1 (0.4) 15.9 (1.1) 76.0 (1.5) 9.0 (0.4)
emd.K+Logistic2 93.9 (0.4) 11.8 (0.8) 83.8 (1.2) 6.7 (0.2)
linass.K+Logistic2 79.8 (3.8) 20.2 (3.8) 60.9 (5.6) 15.2 (2.1)