Table 1.
Performance Comparison Between Edge Computing and Traditional Cloud-Based Approaches.
Fig 1.
Proposed scheme.
Fig 2.
Preprocessed texts.
Fig 3.
Syntactic tree structure.
Fig 4.
Reinforcement learning environment for English translation.
Table 2.
Hyperparameter Tuning Summary and its Impact on Model Performance.
Table 3.
Vocabulary Statistics.
Table 4.
Mean and Standard Deviation for Translation Lengths.
Fig 5.
(a). Comparison of Translation Accuracy.
(b). Additional Algorithms for Comparison of Translation Accuracy.
Fig 6.
Calculation of BLEU score.
Fig 7.
NIST score analysis of the translation model.
Fig 8.
The fuzzy semantic similarity measure.
Fig 9.
Confusion Matrix Comparison.
Fig 10.
METEOR score evaluation.
Table 5.
Comparative Analysis of the Proposed FSRL-P2O Model.
Table 6.
Statistical Significance Analysis of Metrics.