Table 9.
Result of CNN with APSO
Dataset | Train test ratio | Embedding and hidden dimension | Accuracy (%) | Precision (%) | Recall (%) | F score (%) |
---|---|---|---|---|---|---|
Ott | 90:10 | 200,200 | 98.88 | 98.32 | 97.12 | 98.91 |
80:20 | 50,100 | 99.00 | 98.53 | 98.01 | 99.02 | |
70:30 | 50,100 | 98.33 | 97.26 | 97.52 | 98.93 | |
Yelp | 90:10 | 200,200 | 98.33 | 97.32 | 96.24 | 98.21 |
80:20 | 50,100 | 98.12 | 96.45 | 97.56 | 97.26 | |
70:30 | 50,100 | 98.01 | 97.77 | 97.44 | 98.78 | |
Amazon | 90:10 | 200,200 | 98.66 | 98.66 | 98.66 | 98.66 |
80:20 | 50,100 | 99.44 | 98.30 | 98.67 | 99.25 | |
70:30 | 50,100 | 99.56 | 98.11 | 98.15 | 99.78 | |
TripAdvisor | 90:10 | 200,200 | 97.57 | 96.77 | 97.55 | 97.47 |
80:20 | 50,100 | 98.65 | 97.25 | 97.76 | 98.01 | |
70:30 | 50,100 | 98.89 | 97.74 | 97.81 | 98.83 | |
IMDb | 90:10 | 200,200 | 97.41 | 96.52 | 96.62 | 97.21 |
80:20 | 50,100 | 97.35 | 96.24 | 97.54 | 97.11 | |
70:30 | 50,100 | 97.27 | 96.23 | 96.68 | 97.22 |