Warnings when task i multilabel classification

ModelOriented / DALEX

moDel Agnostic Language for Exploration and eXplanation

https://dalex.drwhy.ai

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Warnings when task i multilabel classification #128

Closed maksymiuks closed 4 years ago

maksymiuks commented 5 years ago

Add warning that explainer with default yhat will take only one column as significant

pbiecek commented 5 years ago

ok, let's check first which explainers handle multilabel classification

[x] break_down
[x] shap
[x] ceteris_paribus
[x] feature_importance
[ ] model_residuals
[ ] model_performance
[x] funnel_plot

maksymiuks commented 4 years ago

So, model_residuals and model_performance don't work. In terms of feature_importance and funnel_plot, they will work if we provide accrodingly loss_function and score_function that handles multilabel classification. Rest is fine.

maksymiuks commented 4 years ago

I think it is done. Please check it out here https://github.com/ModelOriented/DALEX/blob/february_release/R/explain.R#L195-L197