Table 2. Comparison table for finding of the proposed method.
S. No | Aspects | Methods | FB-ITS | Ratio (%) |
---|---|---|---|---|
1 | Learning efficiency | Lower efficiency; focuses on memorization and text analysis. | Improvement; tasks completed faster. | 98.86% |
2 | Assessment accuracy | Limited by rigid numerical scores; often fails to capture complexities of learning. | Uses fuzzy logic and Bayesian networks for nuanced evaluations. | 97.13 |
3 | Resource utilization | Inefficient use; often involves duplicative material and static content delivery. | Adaptive content delivery reduces redundancy. | 96.51% |
4 | Handling of uncertainty | Struggles with uncertainty; relies on fixed numerical evaluations that may not reflect true learning outcomes. | Adapts to unclear or missing data using fuzzy logic and Bayesian networks. | 97.36% |
5 | Academic performance | Often reliant on standardized tests; may not fully reflect students’ diverse learning achievements. | Provides a comprehensive evaluation of student abilities beyond test scores. | 99.25% |