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. 2022 Jun 27;252:109278. doi: 10.1016/j.knosys.2022.109278

Table 9.

Results for classification task and segmentation task with different λ (bag size=100).

λcls/λseg Classification task
Segmentation task
ACC(%) Precision(%) Recall(%) F1 Score(%) AUC(%) DC(%) PPV(%) SEN(%)
1/1 97.44
[95.72,99.50]
96.16
[93.46,99.58]
97.53
[94.30,100.0]
96.84
[94.24,98.95]
97.52
[94.92,99.19]
95.13 ± 3.6 95.29 ± 4.5 94.97 ± 4.2
0.6/1 98.37
[97.34,99.75]
98.61
[95.89,100.0]
97.25
[96.03,100.0]
97.93
[95.85,99.67]
98.48
[96.67,99.45]
95.94 ± 3.3 96.06 ± 4.4 95.82 ± 3.5
0.2/1 96.86
[95.13,98.93]
95.95
[93.06,99.36]
96.37
[92.78,98.98]
96.16
[93.40,98.37]
97.03
[93.90,98.93]
95.42 ± 4.0 95.78 ± 4.7 95.07 ± 4.5
Learning 98.62
[97.59,100.0]
97.33
[95.18,100.0]
98.65
[96.41,100.0]
97.99
[95.86,100.0]
98.90
[97.65,100.0]
96.18 ± 3.7 96.26 ± 4.2 96.09 ± 3.8

Classification task results: the upper and lower bounds of 95% confidence interval are shown in [].

Segmentation task results: the results are shown as mean ± standard deviation.