Explainable electroencephalography-based attention-deficit/hyperactivity disorder detection model with a combination of ternary pattern and twin wavelet transform

Table 4 Overall model performance with incremental iterative mode function-based majority voting, %

Iteration	Acc	Sen	Spe	Iteration	Acc	Sen	Spe
1	99.70	99.39	99.87	10	99.96	99.92	99.98
2	99.82	99.92	99.77	11	99.92	99.81	99.98
3	99.89	99.77	99.96	12	99.95	99.89	99.98
4	99.96	100	99.94	13	99.95	99.89	99.98
5	99.96	99.89	100	14	99.95	99.89	99.98
6	99.97	99.96	99.98	15	99.95	99.85	100
7	99.93	99.85	99.98	16	99.93	99.85	99.98
8	99.97	100	99.96	17	99.93	99.81	100

Acc: Accuracy, the overall percentage of correctly classified samples (both true positives and true negatives) out of all test samples; Sen: Sensitivity (also called Recall or True Positive Rate) is the percentage of actual positive cases correctly identified by the classifier; Spe: Specificity (also called True Negative Rate), the percentage of actual negative cases correctly identified as negative.