Objectives by NLP methods applied within the methodological framework “cascade method”, to understand the main differences between them
| Method | Objective |
|---|---|
| BoW | To identify topics with simple frequencies |
| TF-IDF | To place greater weight on rare words |
| SBERT | To derive semantically meaningful sentence embedding |
| Ensemble | To improve model accuracy, robustness, and generalizability by combining the weights of three methods |
| Method | Objective |
|---|---|
| BoW | To identify topics with simple frequencies |
| TF-IDF | To place greater weight on rare words |
| SBERT | To derive semantically meaningful sentence embedding |
| Ensemble | To improve model accuracy, robustness, and generalizability by combining the weights of three methods |
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