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. 2021 May 2;134:104454. doi: 10.1016/j.compbiomed.2021.104454

Table 5.

Performance comparison with different classifiers.

Classifier
PRE (%)
SEN (%)
SPE (%)
F1-score
ACC (%)
AUC
PRE (%)
SEN (%)
SPE (%)
F1-score
ACC (%)
AUC
CXI database CCTI database
RF 100 100 100 1 100 1 90.83 90.83 92.13 0.9 91.53 0.96
J48 100 100 100 1 100 1 87.04 86.24 88.98 0.86 87.71 0.88
Naive Bayes 100 100 100 1 100 1 86.92 85.32 88.98 0.86 87.29 0.95
AdaBoost 100 100 100 1 100 1 90.82 81.65 92.91 0.85 87.71 0.94
Softmax 100 100 100 1 100 1 98.40 97.60 98.36 0.98 97.6 0.98