alibi
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ALE for second-order effects
Current ALE implementation only calculates first order effects, an extension to second order effects is possible.
If n
is the number of features then:
- In ALE all
n
main effects are computed automatically, with 2nd order there are n(n-1)/2 of these, how do we specify which ones we want? This may involve a change to the input API as well as the outputExplanation
Design of the interface would be important especially if we implement PDP
for both 1-d and 2-d use cases.