anytime algorithms for learning anytime classifiers saher ... - Technion

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Technion - Computer Science Department - Ph.D. Thesis PHD-2008-12 - 2008 Average Cost Average Cost Average Accuracy 100 90 80 70 C4.5 LSID3 60 EG2 DTMC ICET 50 ACT 100 1000 10000 Misclassification Cost Figure 4.9: Average accuracy as a function of misclassification cost 84 82 80 78 76 74 EG2 DTMC ICET ACT 72 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 80 70 60 50 40 30 20 10 Time [sec] EG2 DTMC ICET ACT 0 0 1 2 3 4 5 Time [sec] Average Cost Average Cost 10 8 6 4 2 0 0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 100 90 80 70 60 50 40 30 20 Time [sec] EG2 DTMC ICET ACT EG2 DTMC ICET ACT 0 1 2 3 4 5 6 Time [sec] Figure 4.10: Average normalized cost as a function of time for (from top-left to bottom-right) Breast-cancer-20, Monks1, Multi-XOR, and XOR5 96
Technion - Computer Science Department - Ph.D. Thesis PHD-2008-12 - 2008 Figure 4.11: Average cost when test costs are assigned randomly Average % Standard Cost 60 50 40 30 20 DTMC ICET 10 ACT 100 1000 10000 Misclassification Cost 97
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