Dataset Birds, target class Winter Wren

Basic characteristics Birds, target class Winter Wren

10232

instances

548

bags

38

features

109

positive bags

between 2 and 43

instances per bag

439

negative bags

Results Birds, target class Winter Wren

AUC dataset 317
classifier error
AUC EER meanPrec avCost
APR tau=0.999 53.9 (0.7) 46.1 (0.7) 21.3 (0.3) 24.0 (0.2)
Diverse Density (10.000000) 78.2 (6.5) 24.4 (6.1) 65.7 (10.3) 10.8 (2.8)
EM-DD (10.000000) 98.5 (0.7) 3.7 (0.7) 95.0 (2.5) 1.8 (0.6)
MILBoost (100 rounds) 97.0 (2.9) 5.9 (2.5) 94.7 (4.2) 2.5 (1.1)
Citation MIL ref1, cite1 (h) 94.8 (0.6) 6.2 (0.5) 83.4 (1.1) 4.9 (0.5)
Citation MIL ref3, cite5 (h) 97.2 (0.6) 5.7 (1.3) 92.5 (0.7) 3.1 (0.5)
MI-SVM p=1.000000 95.3 (0.2) 9.5 (1.4) 86.7 (0.3) 4.9 (0.2)
MI-SVM r=10.000000 99.1 (0.1) 3.5 (0.8) 97.0 (0.4) 1.7 (0.2)
MILES p=1.000000 98.7 (0.3) 4.9 (1.3) 95.8 (0.8) 2.2 (0.3)
MILES r=10.000000 99.2 (0.1) 3.2 (0.6) 98.0 (0.3) 1.4 (0.1)
SVmil mahal.K 48.4 (2.8) 51.8 (2.7) 27.3 (1.5) 22.3 (0.5)
SVmil haussd.K 85.6 (0.7) 19.1 (1.1) 77.1 (1.3) 7.5 (0.3)
SVmil emd.K 86.3 (0.5) 18.5 (1.2) 78.1 (1.0) 7.3 (0.4)
Simple MIL with Logistic2, q=1 96.6 (0.2) 9.6 (0.8) 88.6 (0.4) 4.3 (0.2)
mean-inst+Logistic2 95.4 (1.2) 7.6 (1.8) 86.4 (2.5) 4.6 (1.0)
extremes+Logistic2 96.4 (0.3) 9.2 (0.6) 83.8 (0.8) 4.4 (0.3)
cov-coef+Logistic2 98.9 (0.1) 5.6 (1.0) 96.8 (0.3) 2.2 (0.2)
BagOfWords (k=10,diag)+Logistic2 91.1 (1.8) 15.1 (1.6) 77.4 (2.9) 7.5 (0.8)
BagOfWords (k=100,diag)+Logistic2 97.5 (0.9) 5.5 (2.2) 88.4 (3.4) 2.9 (1.0)
Pposterior MIL with N=30 98.1 (0.4) 4.7 (0.9) 93.2 (1.3) 2.3 (0.6)
Dissim.repr. AUC dataset 317
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 98.1 (0.2) 5.7 (0.6) 93.4 (0.7) 2.9 (0.2)
summin.K+Logistic2 99.3 (0.1) 3.3 (0.5) 96.7 (0.6) 1.4 (0.1)
meanmin.K+Logistic2 99.1 (0.2) 2.9 (0.6) 95.0 (1.3) 1.4 (0.1)
meanmean.K+Logistic2 97.2 (0.3) 7.8 (0.7) 91.3 (0.9) 3.7 (0.2)
mahal.K+Logistic2 55.9 (2.6) 44.5 (3.1) 28.3 (0.9) 22.1 (0.2)
haussd.K+Logistic2 97.2 (0.3) 5.8 (0.4) 91.1 (1.5) 2.9 (0.4)
emd.K+Logistic2 99.1 (0.2) 2.1 (0.9) 95.0 (1.2) 1.2 (0.2)
linass.K+Logistic2 93.3 (2.5) 7.0 (2.3) 79.8 (2.7) 5.7 (1.9)