Change name of "Shapley" values to "SHAP"Shapley values are a great addition to JMP 17. JMP uses the Permutation method to calculate them, which is a subset of Shapley values called "SHAP." As this tool becomes more prevalent in ML circles proper terminology will be important and therefore referring to them as SHAP values will convey the underlying methodology we are using in the calculation, which is distinctly different from the method to calculate Shapley values.
Definition of SHAPs: https://christophm.github.io/interpretable-ml-book/shap.html#shap-feature-importance
Predictive Modeling and Machine LearningRe: Change name of "Shapley" values to "SHAP" - Status changed to: AcknowledgedRe: Change name of "Shapley" values to "SHAP" - Status changed to: InvestigatingRe: Change name of "Shapley" values to "SHAP" - Status changed to: Not Planned For NowThanks for the suggestion @Peter_Polito . After a review, we decided to not change the name. We describe in our documentation that the Shapley Values created in the Profiler are SHAP values genearated from the permutation method. If you hear of concerns from customers on this, please add more comments and we can reconsider it in the future.
