Advances, Systems and Applications
Table 9 A comparison evaluation of four DL models with different word embedding for ArCovidVac dataset
DL Model | Word Embedding | Model | Precision | Recall | F-Measure | ROC |
|---|---|---|---|---|---|---|
CNN | AraVec | CBOW | 71.68% | 78.55% | 73.58% | 74.01% |
SG | 63.52% | 79.7% | 70.7% | 64.53% | ||
FastText | CBOW | 63.52% | 79.7% | 70.7% | 66.02% | |
SG | 63.52% | 79.1% | 70.45% | 69.49% | ||
ArWordVec | CBOW | 74.47% | 79.95% | 74.06% | 74.29% | |
SG | 63.52% | 79.7% | 70.7% | 64.56% | ||
LSTM | AraVec | CBOW | 78.68% | 79.55% | 79.1% | 84.38% |
SG | 78.31% | 79.5% | 78.65% | 83.89% | ||
FastText | CBOW | 78.71% | 78.3% | 76.85% | 82.19% | |
SG | 76.51% | 73.95% | 74.84% | 79.61% | ||
ArWordVec | CBOW | 78.74% | 79.85% | 79.29% | 84.75% | |
SG | 77.86% | 79.25% | 78.32% | 82.95% | ||
BiLSTM | AraVec | CBOW | 77.72% | 80.75% | 78.74% | 83.83% |
SG | 78.14% | 80.1% | 79.10% | 84.09% | ||
FastText | CBOW | 63.52% | 79.7% | 70.7% | 70.59% | |
SG | 78.4% | 76.4% | 76.48% | 82.07% | ||
ArWordVec | CBOW | 77.04% | 80.5% | 77.77% | 83.29% | |
SG | 79.34% | 80.8% | 79.36% | 84.17% | ||
Ensemble | AraVec | CBOW | 75.58% | 80.1% | 76.61% | 83.99% |
SG | 79.02% | 78.85% | 78.85% | 84.12% | ||
FastText | CBOW | 76.89% | 79.6% | 78.22% | 82.57% | |
SG | 77.05% | 75.6% | 76.22% | 80.74% | ||
ArWordVec | CBOW | 80.72% | 80.3% | 80.5% | 85.09% | |
SG | 79.3% | 79.05% | 78.51% | 83.79% |