Table 5 Comparison of DASSI Model Performance with baseline models
From: DASSI: differential architecture search for splice identification from DNA sequences
Model | Accuracy | Sensitivity | Specificity | F-score | AUC score |
|---|---|---|---|---|---|
DASSI hs | 94.15 ±0.1 | 94.00 ±0.1 | 95.20 ±0.3 | 94 ±0.1 | 98.8 ±0.01 |
LSTM (emb.) | 93.98 ±0.1 | 95 ±1.0 | 92.32 ±1.2 | 93.74 ±0.2 | 93.66 ±0.2 |
Hybrid | 93.66 ±0.2 | 94.63 ±0.7 | 93.33 ±0.6 | 94.02 ±0.1 | 93.66 ±0.2 |
LSTM | 86.99 ±14.6 | 85.26 ±19.8 | 88.71 ±9.8 | 85.87 ±16.9 | 86.99 ±14.6 |
CNN | 64.15 ±0.6 | 65.27 ±6.0 | 63.04 ±6.2 | 64.43 ±2.1 | 64.10 ±0.5 |
CNN (emb.) | 53.63 ±3.6 | 95.62 ±6.6 | 11.63 ±13.7 | 67.35 ±0.5 | 53.63 ±3.6 |