Table 2 Research Questions
RQ | Research questions | Motivation |
|---|---|---|
RQ1 | What AI systems are available for AD research that incorporate LIME and SHAP? | Understanding black-box models employed in AD detection that utilise LIME and SHAP for improved clinical fidelity |
RQ2 | What are the different input modalities used by LIME and SHAP for AD detection? | Understanding comprehensively supported input modalities for these XAI frameworks |
RQ3 | What are the benefits of using LIME/SHAP for AD detection? | Exploring practicality of employing XAI tools to elucidate AD predictions and their implications within the medical community |
RQ4 | What are the limitations and challenges, and future prospects of LIME and SHAP in AD detection? | To comprehend the fundamental capabilities and limitations, as well as to identify research gaps that prompt further research |