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. 2019 Dec 12;11(12):2007. doi: 10.3390/cancers11122007

Table 7.

Performance of different ML training models for predicting the five years disease-free survival (DFS).

Algorithms Evaluation Metrics
(Average (± sd))
Accuracy Precision Recall F-Measure
Random Forest 0.84 (± 0.12) 0.82 (± 0.14) 0.83 (± 0.12) 0.81 (± 0.14)
Support Vector Machines 0.77 (± 0.03) 0.74 (± 0.07) 0.77 (± 0.03) 0.71 (± 0.05)
Logistic Regression 0.76 (± 0.02) 0.73 (± 0.04) 0.76 (± 0.02) 0.71 (± 0.02)
Multilayer Perceptron 0.78 (± 0.11) 0.77 (± 0.10) 0.77 (± 0.11) 0.77 (± 0.12)
K-Nearest Neighbor 0.75 (± 0.06) 0.72 (± 0.08) 0.75 (± 0.06) 0.71 (± 0.02)
Adaptive Boosting 0.77 (± 0.03) 0.75 (± 0.04) 0.77 (± 0.03) 0.74 (± 0.03)