logistic regression and naive Bayes. We show, contrary to a widely- held belief
that discriminative classifiers are almost always to be preferred, that there can ...
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pima (continuous)
adult (continuous)
0.5
0.5
0.45
0.45
boston (predict if > median price, continuous) 0.45 0.4
0.4 0.35
error
error
error
0.4
0.35
0.35
0.3
0.3 0.3
0.25
0.25
0.25 0
20
40
m
0.2 0
60
optdigits (0’s and 1’s, continuous)
10
m
20
0.2 0
30
optdigits (2’s and 3’s, continuous)
0.3
0.4
0 0
0.2
0.3
0.1
50
100 m
150
0.2
0 0
200
50
liver disorders (continuous)
100 m
150
0.1 0
200
0.7
0.45
0.6
0.4
0.5
0.35 0
20
40
m
60
0.35
0.4
0.3
0.3
0.25 0
promoters (discrete)
20
40
60 m
80
100
0.4
0.5
0.4
0.45
60
80
100
100
200 m
300
400
0.4
error
0.3
0.2
0.35
0.2
0.1
20
40
m
60
80
100
0.1 0
lenses (predict hard vs. soft, discrete)
0.3
50
m
100
150
0.25 0
0.4
0.6
0.3
error
10
15
20
25
0 0
300
0.1
0.2
5
200
0.2
0.4
0.2
m
error
0.4
error
0.8
0.3
100
voting records (discrete)
sick (discrete)
0.5
0.1 0
m
breast cancer (discrete)
0.5
error
error
0.3
0 0
0.2 0
120
lymphography (discrete)
0.5
40
error
error
error
0.45
0.4
20
adult (discrete)
sonar (continuous) 0.5
0.5
60
error
0.3
error
0.5
error
0.4
0.1
40
m
ionosphere (continuous)
0.4
0.2
20
50
100
150
0 0
20
40 m
60
80
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