Research Article
Mixed Script Identification Using Automated DNN Hyperparameter Optimization
Table 5
Accuracy comparison with parameter optimization though Parzen estimator.
| Glove embedding with Parzen estimator | Dataset | Classification algorithms | LSTM | Bi-LSTM | GRU | Bi-GRU |
| Eng-Roman Urdu | 0.552 | 0.843 | 0.792 | 0.851 | Saraiki-Hindi | 0.456 | 0.791 | 0.81 | 0.823 | Bengali-Hindi | 0.376 | 0.754 | 0.812 | 0.851 | Eng-Bengali | 0.552 | 0.758 | 0.792 | 0.889 | Saraiki-English | 0.612 | 0.802 | 0.797 | 0.841 | Saraiki-Roman Urdu | 0.756 | 0.812 | 0.779 | 0.862 | Saraiki-Bengali | 0.521 | 0.723 | 0.782 | 0.834 | Eng-Bengali-Saraiki-Hindi-Roman Urdu | 0.379 | 0.669 | 0.76 | 0.802 |
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Bold indicates the maximum performance of the algorithm.
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