XAI
This directory contains 6 workflows.
01_Global_Feature_Importance_Example
This application is a simple example of inspecting global feature importance for binary and multiclass classification with KNIME Software. The key of this […]
02_XAI_Credit_Scoring_Example
Explaining the Credit Scoring Model with Model Interpretability Components This workflow demonstrates the usage of the verified components developed to […]
03_XAI_Credit_Scoring_Example_Global_Feature_Importance
Explaining Global Feature Importance of a Credit Scoring Model In the example, the Credit Scoring data set is partitioned to training and test samples. […]
04_XAI_Credit_Scoring_Example_Local_Explanation_View
Finding Counterfactual Explanations and Local Feature Importance for a Selected Prediction of a Credit Scoring Model In the example, the Credit Scoring […]
05_XAI_Credit_Scoring_Example_XAI_View
Explaining the Credit Scoring Model with the XAI View In the example, the Credit Scoring data set is partitioned to training and test samples. Then, the […]
06_Global_Feature_Importance_for_a_Custom_Model
Compute and Visualize Global Feature Importance for a Custom Model This application is a simple example of inspecting global feature importance for […]