Research Article
Performance Assessment of Multiple Classifiers Based on Ensemble Feature Selection Scheme for Sentiment Analysis
Table 5
Results of the proposed model for electronics review data set.
| Method | Classifier | SVM | MNB | KNN | ME | Prec | Recall | F- Score | Prec | Recall | F-Score | Prec | Recall | F-Score | Prec | Recall | F-Score |
| Unigram | 86.9 | 83.2 | 85.0 | 85.7 | 86.6 | 86.14 | 82.3 | 80.1 | 81.18 | 82.1 | 79.8 | 80.93 | Bigram | 81.5 | 80.1 | 80.79 | 82.5 | 80.2 | 81.33 | 84.5 | 81.2 | 82.81 | 78.2 | 76.2 | 77.18 | Unigram+ | 87.2 | 84.4 | 85.77 | 85.2 | 87.4 | 86.28 | 86.2 | 82.7 | 80.41 | 83.1 | 80.4 | 81.72 | Bigram | | | | | | | | | | | | | CompIG | 88.3 | 87.1 | 87.69 | 89.2 | 86.0 | 87.96 | 87.7 | 84.5 | 85.07 | 85.7 | 81.9 | 83.75 | CompCHI | 86.7 | 82.5 | 84.54 | 87.9 | 85.4 | 86.63 | 83.9 | 81.2 | 82.52 | 86.2 | 83.6 | 84.88 | CompGI | 88.1 | 84.8 | 86.41 | 88.2 | 85.7 | 86.93 | 88.6 | 83.4 | 84.92 | 87.3 | 85.5 | 86.39 | Average | 86.6 | 83.5 | 85.01 | 86.3 | 85.4 | 86.33 | 85.53 | 82.18 | 83.81 | 83.76 | 82.10 | 84.75 |
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