Explainability Matrix

From The Foundation for Best Practices in Machine Learning
Technical Best Practices > Explainability > Explainability Matrix

Explainability Matrix

Control

Document, assess, and derive a matrix evaluating and ranking the metrics and/or criteria of explanations needed for based on the (a) Stakeholder Appraisal Analyse, (b) Explainability Aims, (c) Explainability Risks, and (d) Explainability Requirements, inclusive of explanations accuracy, fidelity, consistency, stability, comprehensibility, certainty, and representativeness.


Aim

To (a) derive a clear matrix from which to assess Model explainability requirements; and (b) highlight associated risks that might occur in the Product Lifecycle.


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