Dataset Birds, target class Brown Creeper

Basic characteristics Birds, target class Brown Creeper

10232

instances

548

bags

38

features

197

positive bags

between 2 and 43

instances per bag

351

negative bags

Results Birds, target class Brown Creeper

AUC dataset 316
classifier error
AUC EER meanPrec avCost
APR tau=0.999 52.1 (0.4) 47.9 (0.4) 37.0 (0.2) 24.4 (0.1)
Diverse Density (10.000000) 93.5 (0.9) 13.9 (1.8) 90.7 (1.2) 7.6 (0.6)
EM-DD (10.000000) 94.5 (0.0) 13.4 (0.0) 91.2 (0.0) 6.9 (0.0)
MILBoost (100 rounds) 95.4 (0.3) 11.2 (1.2) 93.1 (0.5) 6.1 (0.2)
Citation MIL ref1, cite1 (h) 83.4 (0.5) 18.4 (0.7) 70.5 (0.8) 13.4 (0.3)
Citation MIL ref3, cite5 (h) 91.2 (0.4) 14.4 (0.7) 83.4 (0.8) 8.6 (0.3)
MI-SVM p=1.000000 85.8 (0.5) 21.7 (0.8) 76.9 (1.0) 11.9 (0.3)
MI-SVM r=10.000000 92.5 (0.2) 15.0 (0.9) 87.9 (0.4) 7.9 (0.1)
MILES p=1.000000 95.0 (0.5) 11.9 (0.9) 92.1 (0.7) 6.1 (0.3)
MILES r=10.000000 95.8 (0.3) 11.2 (0.9) 93.9 (0.5) 5.7 (0.3)
SVmil mahal.K 58.6 (10.9) 42.9 (8.8) 51.0 (5.2) 20.6 (1.6)
SVmil haussd.K NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
SVmil emd.K NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Simple MIL with Logistic2, q=1 86.4 (0.3) 20.4 (0.8) 77.3 (0.9) 11.3 (0.2)
mean-inst+Logistic2 92.7 (0.2) 14.3 (0.3) 87.9 (0.2) 7.7 (0.2)
extremes+Logistic2 86.4 (1.0) 14.5 (0.5) 75.4 (1.8) 11.3 (0.6)
cov-coef+Logistic2 93.5 (0.6) 13.4 (0.5) 86.9 (1.5) 7.3 (0.3)
BagOfWords (k=10,diag)+Logistic2 82.1 (1.6) 24.6 (1.3) 72.3 (1.9) 13.5 (0.8)
BagOfWords (k=100,diag)+Logistic2 88.4 (1.8) 18.9 (1.6) 80.2 (2.9) 10.4 (1.0)
Pposterior MIL with N=30 87.2 (0.7) 19.5 (1.7) 78.3 (1.1) 10.7 (0.5)
Dissim.repr. AUC dataset 316
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 88.6 (0.3) 17.8 (0.6) 77.6 (0.4) 9.9 (0.3)
summin.K+Logistic2 93.6 (0.3) 11.4 (1.2) 85.1 (0.6) 6.8 (0.3)
meanmin.K+Logistic2 93.0 (0.3) 11.9 (0.8) 83.9 (0.4) 7.2 (0.4)
meanmean.K+Logistic2 90.9 (0.6) 16.6 (0.9) 85.7 (0.8) 9.2 (0.3)
mahal.K+Logistic2 65.3 (1.6) 36.7 (2.4) 55.1 (1.7) 20.3 (0.6)
haussd.K+Logistic2 91.0 (0.7) 12.8 (0.4) 80.9 (1.1) 8.2 (0.5)
emd.K+Logistic2 93.4 (0.6) 11.7 (0.4) 84.3 (1.0) 6.8 (0.4)
linass.K+Logistic2 81.9 (1.8) 18.2 (1.8) 66.9 (3.4) 14.3 (1.2)