Explainability
Rule Extraction
Extracts interpretable rules from complex models (e.g., ANCHOR, RuleFit)
2 techniques in this subcategory
2 techniques
| Goals | Models | Data Types | Description | |||
|---|---|---|---|---|---|---|
| ANCHOR | Algorithmic | Architecture/model Agnostic Requirements/black Box | Any | ANCHOR generates high-precision if-then rules that explain individual predictions by identifying the minimal set of... | ||
| RuleFit | Algorithmic | Architecture/model Agnostic Paradigm/supervised +1 | Any | RuleFit creates interpretable surrogate models that can explain complex black-box models or serve as interpretable... |
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