Research Article
Aspect-Based Sentiment Analysis for Afaan Oromoo Movie Reviews Using Machine Learning Techniques
Table 3
Comparison of classifiers with BoW and TF-IDF feature extraction methods.
| Models with feature selection methods | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) |
| Random forest + BoW | 88 | 93 | 90 | 91 | Random forest + TF-IDF | 88 | 93 | 89 | 91 | Logistic regression + BoW | 87 | 95 | 87 | 91 | Logistic regression + TF-IDF | 87 | 96 | 87 | 91 | SVM + BoW | 87 | 95 | 86 | 91 | SVM + TF-IDF | 88 | 93 | 90 | 91 | MNB + BoW | 88 | 93 | 90 | 91 | MNB + TF-IDF | 88 | 94 | 88 | 91 |
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