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04_​SHAP_​and_​Shapley_​Values

This worflow shows how to use SHAP and Shapley Values Loop nodes and creates Stacked Bar Charts similar to Force Plots for you to compare the explanations. using k-means to summarize the data to n prototypes rowextracts modelselects 1 instanceusing SHAP Summarizer Sampling weightcached modelnew data to predict and explainvalidation data SHAP Summarizer Cell to Model Row Filter Shapley ValuesLoop End SHAP Loop End Visually CompareExplanations Shapley ValuesLoop Start SHAP Loop Start Random ForestPredictor Random ForestPredictor Table Reader Table Reader Table Reader This worflow shows how to use SHAP and Shapley Values Loop nodes and creates Stacked Bar Charts similar to Force Plots for you to compare the explanations. using k-means to summarize the data to n prototypes rowextracts modelselects 1 instanceusing SHAP Summarizer Sampling weightcached modelnew data to predict and explainvalidation dataSHAP Summarizer Cell to Model Row Filter Shapley ValuesLoop End SHAP Loop End Visually CompareExplanations Shapley ValuesLoop Start SHAP Loop Start Random ForestPredictor Random ForestPredictor Table Reader Table Reader Table Reader

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To use this workflow in KNIME, download it from the below URL and open it in KNIME:

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Created by: simon
Created at: 2018-05-15
On NodePit since: 2024-04-23
Last update: 2024-11-17
Created with KNIME version: v5.2.3

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