Advances, Systems and Applications
Table 7 A comparison evaluation of four DL models with different word embedding for SenWave dataset
DL Model | Word Embedding | Model | Precision | Recall | F-Measure | ROC |
|---|---|---|---|---|---|---|
CNN | AraVec | CBOW | 74.14% | 73.74% | 73.93% | 87.56% |
SG | 74.32% | 74.04% | 74.17% | 87.89% | ||
FastText | CBOW | 70.98% | 68.78% | 69.6% | 84.55% | |
SG | 68.58% | 67.95% | 67.69% | 82.79% | ||
ArWordVec | CBOW | 72.24% | 72.21% | 71.85% | 87.38% | |
SG | 74.19% | 72.62% | 71.64% | 87.26% | ||
LSTM | AraVec | CBOW | 76.12% | 75.52% | 75.47% | 89.29% |
SG | 76.25% | 75.81% | 75.79% | 89.97% | ||
FastText | CBOW | 73.4% | 70.9% | 70.84% | 85.13% | |
SG | 72.9% | 70.61% | 70.69% | 84.78% | ||
ArWordVec | CBOW | 76.82% | 76.11% | 76.13% | 89.64% | |
SG | 76.08% | 76.17% | 76.07% | 89.64% | ||
BiLSTM | AraVec | CBOW | 76.14% | 75.28% | 75.42% | 89.56% |
SG | 75.81% | 75.52% | 75.44% | 89.84% | ||
FastText | CBOW | 72.21% | 62.63% | 65.07% | 80.97% | |
SG | 69.11% | 69.01% | 69.06% | 84.07% | ||
ArWordVec | CBOW | 77.23% | 76.35% | 76.38% | 90.04% | |
SG | 76.78% | 75.93% | 75.96% | 89.55% | ||
Ensemble | AraVec | CBOW | 78.18% | 75.93% | 76.32% | 88.81% |
SG | 77.07% | 75.81% | 76.09% | 89.7% | ||
FastText | CBOW | 67.16% | 62.68% | 64.1% | 78.94% | |
SG | 70.56% | 61.44% | 64.28% | 79.12% | ||
ArWordVec | CBOW | 78.48% | 76.23% | 76.76% | 90.43% | |
SG | 76.19% | 75.22% | 75.52% | 89.22% |