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giopaglia authored Jul 5, 2024
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# SoleDecisionTreeInterface.jl

Convert learned [DecisionTree](https://github.com/JuliaAI/DecisionTree.jl) models to [Sole](https://github.com/aclai-lab/Sole.jl) decision tree models.
This allows to treat the extracted knowledge in symbolic form, that is, as a set of logical formulas.
Ever wondered what to do with a trained decision tree? Start by inspecting its knowledge, and end up evaluating it in a dedicated framework!
This package allows you to convert learned [DecisionTree](https://github.com/JuliaAI/DecisionTree.jl) models to [Sole](https://github.com/aclai-lab/Sole.jl) decision tree models.
With a Sole model in your hand, you can then to treat the extracted knowledge in symbolic form, that is, as a set of logical formulas, which allows you to:
- Evaluate them in terms of
+ accuracy (e.g., confidence, lift),
+ relevance (e.g., support),
+ interpretability (e.g., syntax height, number of atoms);
- Modify them;
- Merge them.

[![Stable](https://img.shields.io/badge/docs-stable-blue.svg)](https://giopaglia.github.io/SoleDecisionTreeInterface.jl/stable/)
[![Dev](https://img.shields.io/badge/docs-dev-blue.svg)](https://giopaglia.github.io/SoleDecisionTreeInterface.jl/dev/)
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