lucahuesler / masterthesis_energy

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Sensitivity analysis #4

Open lucahuesler opened 1 year ago

lucahuesler commented 1 year ago

To find out the importance of individual factors in the model:

1.SHAP (SHapley Additive exPlanations)

https://towardsdatascience.com/a-novel-approach-to-feature-importance-shapley-additive-explanations-d18af30fc21b https://towardsdatascience.com/a-novel-approach-to-feature-importance-shapley-additive-explanations-d18af30fc21b

In R: https://blog.datascienceheroes.com/how-to-interpret-shap-values-in-r/

2.LIME: Local Interpretable Model-agnostic Explanations

https://homes.cs.washington.edu/~marcotcr/blog/lime/ R-package: https://lime.data-imaginist.com/ https://www.tmwr.org/explain.html