Partial-dependence (PD) profiles

Pros

• The mean of ceteris-paribus (CP) profiles
• Easy to explain and interpret

Cons

• They can be misleading if some dependent variable are correlated.
  • In the apartment-prices dataset, surface and number of rooms are positive correlated.
  • In the Titanic dataset, fare and class are positive correlated.

Accumulated-local profiles address this issue.