Table 5. Comparison of genetic algorithms and grid search for hyperparameter optimization.
Optimization method | Accuracy (%) | Precision (%) | Recall (%) | F1-score (%) | Optimization time (hrs) |
---|---|---|---|---|---|
Grid search | 92.3 | 91.0 | 91.8 | 91.4 | 15 |
Genetic algorithm (GA) | 96.2 | 94.0 | 95.3 | 94.6 | 6 |