Generate interpretation result
INHYEOK_SONG
Member Posts: 11 Learner I
in Help
When I specify this kernelSHAP, I am wondering what value of interpretatioin is made and what it means.
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MartinLiebig Administrator, Moderator, Employee, RapidMiner Certified Analyst, RapidMiner Certified Expert, University Professor Posts: 3,503 RM Data ScientistHi,those algorithms usually answer the question:
What would be the result of the model, if the value for this variable (and sometimes the other variables) is not what it is, but distributed like the rest of the data?
So for your first row, If a2 changes, then your prediction will change in average by 38.647. The difference between the algorithms is how to define a 'change'.Best,Martin
- Sr. Director Data Solutions, Altair RapidMiner -
Dortmund, Germany0
Answers
Thank you. I'll ask you one more question. I am wondering why there is only 3 numbers appearing in the interpretaion column. I am wondering if there are any standards displayed.
Dortmund, Germany