Interpretable regional descriptors: Hyperbox-based local explanations
This work introduces interpretable regional descriptors, or IRDs, for local, model-agnostic
interpretations. IRDs are hyperboxes that describe how an observation's feature values can …
interpretations. IRDs are hyperboxes that describe how an observation's feature values can …
Ijuice: integer JUstIfied counterfactual explanations
Counterfactual explanations modify the feature values of an instance in order to alter its
prediction from an undesired to a desired label. As such, they are highly useful for providing …
prediction from an undesired to a desired label. As such, they are highly useful for providing …
Orange Juice: Enhancing Machine Learning Interpretability
A Kuratomi Hernández - 2024 - diva-portal.org
In the current state of AI development, it is reasonable to think that AI will continue to expand
and be increasingly utilized across different fields, highly impacting every aspect of …
and be increasingly utilized across different fields, highly impacting every aspect of …