Model agnostic interpretation The model agnostic methods use either inherently interpretable approximations of models , or other methods that perturb the input and evaluate model output variation. One perturbation technique is using Shapely additive values (Eq. 10) where game theory of parameter subsets are used to identify the relative importance of parameters.