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. Author manuscript; available in PMC: 2020 May 6.
Published in final edited form as: AIChE J. 2018 Dec 18;65(3):992–1005. doi: 10.1002/aic.16497

Table 4.

Performance Results of the Selected Models Developed with Rieth et al. Dataset

Fault Optimal feature subset size AUC Accuracy Detection rate False negative rate False alarm rate Latency (min)
1 18 100.0 99.8 99.8 0.3 0.0 15
2 10 99.7 99.2 99.1 0.9 0.0 24
3 10 50.2 17.0 0.4 99.6 0.0 2442
4* 1 100.0 100.0 100.0 0.0 0.0 3
5 14 100.0 100.0 100.0 0.0 0.0 3
6* 2 100.0 100.0 100.0 0.0 0.0 3
7 4 100.0 100.0 100.0 0.0 0.0 3
8 12 99.0 94.5 93.4 6.6 0.0 54
9 2 54.3 55.1 55.9 44.1 49.4 15
10 15 87.9 80.1 77.6 22.4 7.5 72
11* 2 99.8 95.9 95.1 4.9 0.0 18
12* 5 99.9 99.4 99.3 0.7 0.0 15
13 8 95.5 87.3 84.8 15.2 0.0 90
14* 2 100.0 100.0 100.0 0.0 0.0 3
15 16 56.0 17.6 1.1 98.9 0.0 1635
16* 2 96.7 88.3 87.4 12.6 7.2 9
17 28 96.9 92.9 91.5 8.5 0.0 210
18 5 98.6 96.1 95.3 4.7 0.0 75
19 10 100.0 99.6 99.6 0.4 0.0 18
20 14 97.1 92.7 91.2 8.8 0.0 99
*

Imply that the end-model is selected for online implementation.