Feature weight operators

Thiru

I have gone through the recent white paper on model explainability.

I couldnt find the feature weight calculating operators like:  Shap, Shapley.  I am using education studio version 9.9.003
can you guide me how to find them. thanks.

thiru

Thiru

Hi , thanks for your reply.  I m able to see three operators in interpretations extension:  1.  Generate interpretations, 2. Generate neighbourhood,  3.  Generate univariate interpretations.   I think this belongs to 'generate interpretations'.

thanks.

thiru

 

MartinLiebig

exactly. It covers Shaply, KernelShap and Lime.

MartinLiebig

Hi,

please check the Interpretations extension.

Cheers,

Martin

Thiru

Hi , thanks for your reply.  I m able to see three operators in interpretations extension:  1.  Generate interpretations, 2. Generate neighbourhood,  3.  Generate univariate interpretations.   I think this belongs to 'generate interpretations'.

thanks.

thiru

 

MartinLiebig

exactly. It covers Shaply, KernelShap and Lime.

sherlock

Hi,

the interpretations extension is working fine with GBM but not with XGBoost (Type / Class issue, it expects AbstractModel). Are there plans in the nearby future to support XGBoost as well? It would allow us to interpret the shortlisted models using the same component / methods (Lime, KernelSHAP, Shapley). The "Explain Predictions" extension works fine and is useful, yet a different algorithm. The results wouldn't be 1:1 compareable.

Cheers

Erwin