anytime algorithms for learning anytime classifiers saher ... - Technion
anytime algorithms for learning anytime classifiers saher ... - Technion
anytime algorithms for learning anytime classifiers saher ... - Technion
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<strong>Technion</strong> - Computer Science Department - Ph.D. Thesis PHD-2008-12 - 2008<br />
Average Cost<br />
Average Cost<br />
Average Accuracy<br />
100<br />
90<br />
80<br />
70<br />
C4.5<br />
LSID3<br />
60<br />
EG2<br />
DTMC<br />
ICET<br />
50<br />
ACT<br />
100 1000 10000<br />
Misclassification Cost<br />
Figure 4.9: Average accuracy as a function of misclassification cost<br />
84<br />
82<br />
80<br />
78<br />
76<br />
74<br />
EG2<br />
DTMC<br />
ICET<br />
ACT<br />
72<br />
0 0.5 1 1.5 2 2.5 3 3.5 4 4.5<br />
80<br />
70<br />
60<br />
50<br />
40<br />
30<br />
20<br />
10<br />
Time [sec]<br />
EG2<br />
DTMC<br />
ICET<br />
ACT<br />
0<br />
0 1 2 3 4 5<br />
Time [sec]<br />
Average Cost<br />
Average Cost<br />
10<br />
8<br />
6<br />
4<br />
2<br />
0<br />
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8<br />
100<br />
90<br />
80<br />
70<br />
60<br />
50<br />
40<br />
30<br />
20<br />
Time [sec]<br />
EG2<br />
DTMC<br />
ICET<br />
ACT<br />
EG2<br />
DTMC<br />
ICET<br />
ACT<br />
0 1 2 3 4 5 6<br />
Time [sec]<br />
Figure 4.10: Average normalized cost as a function of time <strong>for</strong> (from top-left to<br />
bottom-right) Breast-cancer-20, Monks1, Multi-XOR, and XOR5<br />
96
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