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. 2022 Jan 12;36(9):6473–6479. doi: 10.1007/s00464-021-08999-6

Table 4.

Accuracy values (r2) of ensemble DNN compared with other ML models to predict number of attempts

Best attempt Dataset size Meta-leaner (ensemble DNN) Random forests Gradient boosted regression trees Kernel SVM
PB2 5 95 0.87 0.86 0.83 0.69
RW2 3 140 0.89 0.88 0.89 0.83
MB1 3 103 0.91 0.89 0.89 0.87
RR2 4 119 0.89 0.87 0.83 0.72
TR2 2 165 0.96 0.94 0.94 0.88