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Finding Counterfactual Explanations and Local Feature Importance for a Selected Prediction of a Credit Scoring Model

AutoML Integrated deployment XAI MLI Machine learning interpretability
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In the example, the Credit Scoring data set is partitioned to training and test samples. Then, the black box model (Neural Network) is trained on the standardly pre-processed training data using the AutoML component. The Workflow Object capturing the pre-processing and the model is provided as one of the inputs for the Local Explanation View component. The Local Explanation View component is then used to inspect the local model behavior via finding Counterfactual Explanations for a selected single loan applicant and inspecting Local Feature Importance with the Local Surrogate Generalized Linear Model relevant for this selected applicant.

Used extensions & nodes

Created with KNIME Analytics Platform version 4.4.0 Note: Not all extensions may be displayed.
  • KNIME Base nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Data Generation Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Deep Learning - Keras Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Ensemble Learning Wrappers Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME H2O Machine Learning Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Integrated Deployment Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME JavaScript Views Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Javasnippet Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Machine Learning Interpretability Extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Math Expression (JEP) Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Optimization extension Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Plotly Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME PMML Preprocessing Applier Nodes Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME Quick Forms Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

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  • KNIME XGBoost Integration Trusted extension

    KNIME AG, Zurich, Switzerland

    Version 4.4.0

    knime
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