Dataset Elephant (Andrews)

Basic characteristics Elephant (Andrews)

1391

instances

200

bags

230

features

100

positive bags

between 2 and 13

instances per bag

100

negative bags

Results Elephant (Andrews)

AUC dataset 303
classifier error
AUC EER meanPrec avCost
APR tau=0.999 NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
Diverse Density (10.000000) NaN (0.0) NaN (0.0) NaN (0.0) NaN (0.0)
EM-DD (10.000000) 88.5 (0.0) 21.0 (0.0) 90.2 (0.0) 8.9 (0.0)
MILBoost (100 rounds) 89.0 (5.2) 17.4 (5.9) 90.9 (3.8) 8.1 (2.2)
Citation MIL ref1, cite1 (h) 78.8 (1.0) 24.7 (0.8) 75.5 (1.1) 14.7 (0.8)
Citation MIL ref3, cite5 (h) 86.4 (1.9) 19.3 (2.4) 87.5 (2.3) 10.2 (0.9)
MI-SVM p=1.000000 84.1 (1.3) 22.0 (0.7) 85.3 (0.8) 10.4 (0.4)
MI-SVM r=10.000000 91.1 (1.2) 16.8 (1.1) 92.3 (0.8) 7.1 (0.7)
MILES p=1.000000 87.5 (1.2) 18.2 (1.8) 89.1 (1.1) 9.2 (0.7)
MILES r=10.000000 88.3 (1.1) 18.6 (1.5) 90.6 (0.8) 8.5 (0.5)
SVmil mahal.K 56.7 (22.5) 44.8 (13.9) 67.8 (14.1) 18.8 (4.9)
SVmil haussd.K 59.1 (30.5) 42.6 (23.7) 72.3 (16.5) 16.2 (5.9)
SVmil emd.K 61.9 (39.0) 39.8 (31.3) 76.5 (20.3) 13.2 (8.4)
Simple MIL with Logistic2, q=1 84.5 (1.7) 21.8 (2.4) 84.8 (1.2) 10.2 (0.5)
mean-inst+Logistic2 88.5 (1.4) 16.5 (1.9) 86.7 (1.9) 9.0 (0.9)
extremes+Logistic2 88.2 (1.5) 17.1 (1.1) 88.6 (1.3) 8.9 (0.7)
cov-coef+Logistic2 86.6 (1.5) 18.2 (0.4) 87.5 (1.1) 9.0 (0.6)
BagOfWords (k=10,diag)+Logistic2 73.7 (2.2) 32.6 (3.0) 78.1 (1.7) 14.9 (0.5)
BagOfWords (k=100,diag)+Logistic2 72.8 (3.0) 31.7 (2.5) 74.3 (3.3) 16.2 (1.2)
Pposterior MIL with N=30 79.7 (2.6) 26.1 (2.0) 82.9 (2.6) 13.0 (1.4)
Dissim.repr. AUC dataset 303
classifier error
AUC EER meanPrec avCost
minmin.K+Logistic2 87.7 (1.7) 16.3 (2.6) 85.7 (1.8) 9.4 (0.9)
summin.K+Logistic2 77.5 (5.5) 25.2 (4.8) 78.2 (3.5) 13.2 (2.1)
meanmin.K+Logistic2 84.1 (2.2) 19.0 (3.6) 82.9 (1.6) 11.2 (0.8)
meanmean.K+Logistic2 81.8 (2.5) 19.9 (1.6) 78.1 (1.5) 12.8 (0.8)
mahal.K+Logistic2 67.9 (1.3) 34.8 (1.7) 67.1 (1.1) 18.5 (0.6)
haussd.K+Logistic2 65.4 (6.9) 34.5 (4.9) 70.3 (3.1) 17.0 (1.1)
emd.K+Logistic2 87.0 (1.6) 16.3 (2.0) 84.8 (1.6) 9.5 (0.7)
linass.K+Logistic2 73.6 (5.1) 26.5 (5.1) 69.8 (4.8) 17.9 (2.3)