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. 2024 Nov 21;16(11):e74155. doi: 10.7759/cureus.74155

Table 6. Comparison of prediction performance for J48 and AdaboostM1.

The algorithm performance was compared using a pairwise comparison between schemes using the standard t-test with the WEKA Experimenter tool. This analysis adopted a significance level of 0.05.

AUC: area under the curve; AdaBoostM1: adaptive boosting

Algorithm Accuracy Significant Sensitivity Significant Specificity Significant κ coefficient Significant AUC Significant
J48 0.906 No 0.885 No 0.886 No 0.801 No 0.928 No
Adaboost M1 0.920 0.908 0.891 0.830 0.972