Advances, Systems and Applications
Table 8 A comparison evaluation of four DL models with different word embedding for AraCOVID19-SSD dataset
DL Model | Word Embedding | Model | Precision | Recall | F-Measure | ROC |
|---|---|---|---|---|---|---|
CNN | AraVec | CBOW | 66.25% | 65.79% | 64.32% | 83.55% |
SG | 65.18% | 64.75% | 58.76% | 85.17% | ||
FastText | CBOW | 77.24% | 71.53% | 63.96% | 92.76% | |
SG | 77.93% | 71.53% | 64.69% | 93.26% | ||
ArWordVec | CBOW | 65.37% | 64.75% | 62.74% | 83.26% | |
SG | 73.41% | 66.82% | 59.93% | 86.36% | ||
LSTM | AraVec | CBOW | 77.85% | 76.92% | 76.5% | 90.82% |
SG | 82.47% | 82.32% | 82.2% | 93.91% | ||
FastText | CBOW | 86.32% | 86.11% | 86.03% | 95.05% | |
SG | 86.93% | 86.8% | 86.68% | 95.9% | ||
ArWordVec | CBOW | 78.54% | 78.19% | 78.05% | 90.31% | |
SG | 81.16% | 81.06% | 80.97% | 93.18% | ||
BiLSTM | AraVec | CBOW | 78.89% | 78.19% | 77.95% | 91.87% |
SG | 81.93% | 81.63% | 81.41% | 93.78% | ||
FastText | CBOW | 86.99% | 87.03% | 86.98% | 95.54% | |
SG | 87.16% | 86.82% | 86.99% | 95.95% | ||
ArWordVec | CBOW | 77.96% | 77.84% | 77.73% | 90.91% | |
SG | 82.76% | 82.66% | 82.58% | 93.57% | ||
Ensemble | AraVec | CBOW | 77.79% | 77.15% | 76.32% | 90.08% |
SG | 84.08% | 83.93% | 83.87% | 93.62% | ||
FastText | CBOW | 87.25% | 87.26% | 87.25% | 97.2% | |
SG | 86.68% | 86.45% | 86.29% | 95.63% | ||
ArWordVec | CBOW | 76.01% | 75.77% | 75.4% | 88.17% | |
SG | 80.98% | 80.94% | 80.74% | 92.39% |