Pros and cons
| Pros | BD Plots | iBD plots | Shapley values | LIME | CP profiles + oscillations |
|---|---|---|---|---|---|
| Good for correlated explanatory variables | |||||
| Not time-consuming for large models | X | X | - | ||
| Sum up to the instance prediction | X | X | X | ||
| Good for models including interactions | X | ||||
| Helps to avoid false-positive findings | X | X | |||
| Easy to understand with large number of variables | X | X | |||
| Useful tool for sensitivity analysis | X |