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machine learning with logical rules in Python

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Currently, rules terms are ordered alphabetically regarding to the variable names. Extra interpretability could be added by ordering the terms by decreasing "variable importance". **Reference**: [A Survey Of Methods For...

As mentioned in #3 we have 3 different scoring methods: `decision_function`, `rules_vote`, `score_top_rules`. In sklearn API, we have `decision_function` and `score_samples`, which are related through `decision_function = score_samples + offset`,...

As per https://github.com/scikit-learn-contrib/skope-rules/issues/57 and also https://stackoverflow.com/questions/72032032/importerror-cannot-import-name-iterable-from-collections-in-python The path for *collections.Iterable* (python >3.10 ) and *sklearn.externals.six* (sklearn ) is updated Currently, for it to play nice with the updated packages, I...

How can I site Skope-rules to a scientific paper work?

Hi, I made a test installation of the library using ```pip install skope-rules``` (as indicated in the original [Github repo](https://github.com/scikit-learn-contrib/skope-rules)), and the installation brings the previous version of the code...

It would be nice to add a skope-rules package to conda-forge https://conda-forge.org/ (in addition to pypi) P.S. You can use grayskull https://github.com/conda-incubator/grayskull to generate a boilerplate for the conda recipe.

Dear Team, I am running the titanic demo notebook and getting the below error in the code skope_rules_clf.fit(X_train, y_train) in SkopeRules.fit(self, X, y, sample_weight) [265](file:///C:/Users/Ext12949/.venv/Lib/site-packages/skrules/skope_rules.py:265) self._max_depths = self.max_depth \ [266](file:///C:/Users/Ext12949/.venv/Lib/site-packages/skrules/skope_rules.py:266)...