Table 4 Predictive performance comparisons with different learning methods in Inter dataset validation.
From: Improved Classification of Blood-Brain-Barrier Drugs Using Deep Learning
Side Effects (SE) | Indications | SE + Indications | |||
|---|---|---|---|---|---|
Training | Prediction | Training | Prediction | Training | Prediction |
Deep Learning | |||||
0.975 ± 0.02 | 0.940 ± 0.04 | 0.987 ± 0.01 | 0.980 ± 0.02 | 0.971 ± 0.02 | 0.930 ± 0.06 |
0.940 ± 0.05 | 0.901 ± 0.07 | 0.982 ± 0.01 | 0.971 ± 0.25 | 0.965 ± 0.03 | 0.910 ± 0.08 |
0.930 ± 0.04 | 0.890 ± 0.09 | 0.941 ± 0.09 | 0.920 ± 0.06 | 0.931 ± 0.06 | 0.900 ± 0.09 |
