TABLE 4.
ACC a | REC | PRE | F1 | AUC | ||
---|---|---|---|---|---|---|
McPAS
-TCR |
I b | 0.736 | 0.803 | 0.708 | 0.752 | 0.827 |
II | 0.762 | 0.803 | 0.743 | 0.772 | 0.854 | |
III | 0.766 | 0.807 | 0.747 | 0.775 | 0.857 | |
IV | 0.774 | 0.755 | 0.755 | 0.758 | 0.861 | |
V | 0.781 | 0.818 | 0.762 | 0.789 | 0.869 | |
VDJdb | I | 0.840 | 0.820 | 0.855 | 0.837 | 0.906 |
II | 0.839 | 0.799 | 0.868 | 0.832 | 0.901 | |
III | 0.842 | 0.806 | 0.869 | 0.836 | 0.904 | |
IV | 0.844 | 0.820 | 0.861 | 0.840 | 0.908 | |
V | 0.847 | 0.829 | 0.870 | 0.844 | 0.914 |
Abbreviations: ACC: accuracy; REC: recall; PRE: precision; F1: F1 score; AUC: area under the receiver operating characteristic curve.
Model numbers: I: the multilayer perceptron model; II: the two-layer long short term memory (LSTM) model; III: the one-layer bi-directional LSTM model; IV: the two-layer LSTM model with attention mechanism; and V: Attn-BiLSTM model.