Table 8.
F1-score values of the SVM algorithm obtained with different parameters.
Linear | Poly-2 | Poly-3 | Poly-4 | Poly-5 | Poly-6 | RBF | Sigmoid | ||
---|---|---|---|---|---|---|---|---|---|
All | TF-IDF | 0.86 | 0.87 | 0.83 | 0.75 | 0.63 | 0.54 | 0.87 | 0.86 |
W2v | 0.79 | 0.81 | 0.82 | 0.82 | 0.82 | 0.81 | 0.81 | 0.7 | |
Topic-1 | TF-IDF | 0.89 | 0.83 | 0.75 | 0.61 | 0.42 | 0.44 | 0.87 | 0.89 |
W2v | 0.84 | 0.82 | 0.83 | 0.83 | 0.82 | 0.82 | 0.83 | 0.8 | |
Topic-2 | TF-IDF | 0.82 | 0.82 | 0.79 | 0.7 | 0.61 | 0.55 | 0.83 | 0.8 |
W2v | 0.78 | 0.77 | 0.77 | 0.77 | 0.76 | 0.74 | 0.77 | 0.75 | |
Topic-3 | TF-IDF | 0.86 | 0.84 | 0.78 | 0.66 | 0.54 | 0.44 | 0.86 | 0.86 |
W2v | 0.87 | 0.86 | 0.86 | 0.85 | 0.85 | 0.84 | 0.85 | 0.8 |