Table 1 Classification accuracy of machine learning models for English and Italian dissertations on climate change.
Model | Accuracy (dissertations in Italian) | Accuracy (dissertations in English) |
|---|---|---|
LinearSVC | 0.97 | 0.95 |
LinearSVC (ROSE) | 0.97 | 0.95 |
Logistic Regression (ROSE) | 0.97 | 0.94 |
Logistic Regression | 0.97 | 0.93 |
GBM | 0.96 | 0.93 |
GBM (ROSE) | 0.96 | 0.92 |
Random Forest (ROSE) | 0.95 | 0.92 |
Neural Network (MLP) (ROSE) | 0.92 | 0.86 |
Random Forest | 0.89 | 0.96 |
Neural Network (MLP) | 0.87 | 0.88 |
Naïve Bayes | 0.83 | 0.91 |
Naïve Bayes (ROSE) | 0.75 | 0.86 |
