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. 2022 Sep 15;22(18):7001. doi: 10.3390/s22187001

Table 9.

Exemplar results of the Real-Time Learning System.

Prediction Score Threshold: 0.89 Prediction Score Threshold: 0.8
Training Time (s) 67 20 25 57 169 The system’s overall performance in five consecutive days
Classification Labels CNN LSTM Bi-LSTM Bi-LSTM + Btc.N. Total Update 8 June 2021 9 June 2021 10 June 2021 11 June 2021 12 June 2021
11 1 1 - - 2 0 0 0 0 0
12 1 1 - - 2 0 0 0 0 0
13 1 1 - - 2 0 0 0 0 0
14 1 1 - - 2 0 0 0 0 0
15 1 - - 1 2 134 705 644 709 685
16 1 1 - - 2 0 0 0 0 0
17 1 - - 1 2 61 201 203 203 214
18 1 - - - 1 270 485 495 528 527
19 1 1 - - 2 0 0 0 0 0
20 1 - 1 - 2 0 0 0 0 14
Total Update 10 6 1 2 19 465 1391 1342 1440 1440
Total Input 10 10 4 3 20 465 1392 1343 1440 1440
Accuracy (%) 100 - - - 95 100 99.93 99.93 100 100