Table 7.
Dual_Pachi Data_B classification Result. The optimizers employed include Adam and SGD, Lr; and , Loss function; Categorical_smooth_loss and categorical cross-entropy.
Accuracy (%) | Sensitivity (%) | Specificity (%) | Precision (%) | F1 Score | AUC | |
---|---|---|---|---|---|---|
Opt: Adam, Lr: , 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:, 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:, 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:, 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:, 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:, 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:, 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:, 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 |