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. 2022 Nov 18;151:106324. doi: 10.1016/j.compbiomed.2022.106324

Table 7.

Dual_Pachi Data_B classification Result. The optimizers employed include Adam and SGD, Lr; 104 and 103, Loss function; Categorical_smooth_loss and categorical cross-entropy.

Accuracy (%) Sensitivity (%) Specificity (%) Precision (%) F1 Score AUC
Opt: Adam, Lr: 104, Lf: categorical_smooth_loss
Without Bl. 3 0.95111 0.92693 0.96355 0.92656 0.92635 0.94532
Dual_Pachi 0.96356 0.94526 0.97239 0.94721 0.94578 0.95859
Opt: Adam, Lr:103, Lf: categorical_smooth_loss
Without Bl. 3 0.968 0.95206 0.97582 0.95273 0.95236 0.96373
Dual_Pachi 0.97867 0.96786 0.984 0.96803 0.96787 0.976
Opt: Adam, Lr:104, Lf: categorical cross-entropy
Without Bl. 3 0.92356 0.88615 0.94285 0.89449 0.88529 0.91428
Dual_Pachi 0.96356 0.94466 0.97263 0.94825 0.94431 0.95895
Opt: Adam, Lr:103, Lf: categorical cross-entropy
Without Bl. 3 0.93067 0.89867 0.94839 0.90341 0.89684 0.92258
Dual_Pachi 0.96800 0.95203 0.97594 0.95234 0.95208 0.96391
Opt: SGD, Lr:104, Lf: categorical_smooth_loss
Without Bl. 3 0.92533 0.88855 0.94388 0.89242 0.88831 0.91581
Dual_Pachi 0.95822 0.93667 0.96869 0.93759 0.93631 0.95304
Opt: SGD, Lr:103, Lf: categorical_smooth_loss
Without Bl. 3 0.88000 0.82111 0.91016 0.82465 0.81777 0.86524
Dual_Pachi 0.91556 0.87352 0.93677 0.87937 0.86920 0.90516
Opt: SGD, Lr:104, Lf: categorical cross-entropy
Without Bl. 3 0.93422 0.90223 0.95093 0.90577 0.90115 0.92640
Dual_Pachi 0.95022 0.92666 0.96309 0.92807 0.92547 0.94464
Opt: SGD, Lr:103, Lf: categorical cross-entropy
Without Bl. 3 0.91822 0.87731 0.93854 0.87891 0.87610 0.90781
Dual_Pachi 0.91911 0.87253 0.93767 0.89032 0.87594 0.90651