SHAP values work by considering all possible combinations of feature values and computing the marginal contribution of each feature. This is done by removing the feature from the model and observing the change in the output. The average of these marginal contributions across all possible subsets of features gives the SHAP value for each feature. This helps in understanding the relative importance of each feature in the catalytic process.
