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. 2021 Oct 1;47(2):2359–2379. doi: 10.1007/s13369-021-06223-0

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