Cell | Method | Macro-F1 | Macro-recall | Macro-precision |
---|---|---|---|---|
A357 | Original + DNN | 85.3% ± 3% (0.001) | 86.9% ± 3.5% (0.0003) | 86.4% ± 2.8% (0.005) |
 | GCAN + DNN | 88.8% ± 2% (0.03) | 89.9% ± 2% (0.035) | 89.8% ± 2.1% (0.029) |
 | Original + LSTM | 89.2% ± 2.7% (0.005) | 90.5% ± 3.6% (0.012) | 89.5% ± (0.004) |
 | GCAN + LSTM | 92.8% ± 2.5% (–) | 94.4% ± 2.7% (–) | 92.4% ± 2.4% (–) |
A549 | Original + DNN | 87.4% ± 1.2% (0.001) | 88.2% ± 1.4% (0.001) | 89% ± 1.3% (0.01) |
 | GCAN + DNN | 89.8% ± 1.6% (3.7E − 05) | 90% ± 2.1% (0.0002) | 91.5% ± 1.9% (0.112) |
 | Original + LSTM | 90.4% ± 1.1% (0.003) | 91.9% ± 1.5% (0.011) | 90.2% ± 0.8% (0.63) |
 | GCAN + LSTM | 92.7% ± 1.6% (–) | 94.1% ± 2.4% (–) | 92.3% ± 1.6% (–) |
HA1E | Original + DNN | 86.4% ± 2% (0.0007) | 87.9% ± 1.9% (0.0004) | 87.4% ± 2.2% (0.003) |
 | GCAN + DNN | 90.8% ± 1.4% (0.001) | 91.3% ± 1.7% (0.002) | 91.8% ± 1.4% (0.002) |
 | Original + LSTM | 91.6% ± 1.3% (0.012) | 92.3% ± 1.7% (0.01) | 91.9% ± 1.1% (0.021) |
 | GCAN + LSTM | 94.5% ± 0.8% (–) | 95.9% ± 0.7% (–) | 94.1% ± 0.9% (–) |
MCF7 | Original + DNN | 88.9% ± 1.3% (0.001) | 89.3% ± 1.4% (0.001) | 90.5% ± 2.2% (0.021) |
 | GCAN + DNN | 92.9% ± 1.2% (0.005) | 93.5% ± 1.4% (0.0004) | 93.5% ± 1.2% (0.741) |
 | Original + LSTM | 93% ± 1.1% (0.01) | 94.9% ± 1.8% (0.011) | 92.3% ± 1.1% (0.104) |
 | GCAN + LSTM | 94.8% ± 1.6% (–) | 96.7% ± 1.9% (–) | 93.6% ± 1.6% (–) |