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 |