Table 4. Performance of CNN, LSTM and RF models for multi-species classification using different statistical measures.
Methods | Acc | Sn | Sp | MCC |
---|---|---|---|---|
2-mer | ||||
CNN | 0.98 | 0.97 | 0.99 | 0.97 |
LSTM | 0.96 | 0.93 | 0.94 | 0.93 |
RF | 0.84 | 0.61 | 0.89 | 0.73 |
4-mer | ||||
CNN | 0.99 | 0.98 | 0.99 | 0.98 |
LSTM | 0.98 | 0.96 | 0.99 | 0.96 |
RF | 0.83 | 0.60 | 0.89 | 0.70 |
8-mer | ||||
CNN | 0.98 | 0.96 | 0.99 | 0.97 |
LSTM | 0.95 | 0.86 | 0.97 | 0.92 |
RF | 0.74 | 0.54 | 0.83 | 0.52 |