Recent Releases of araucana-xai
araucana-xai - Minor update: broken dependencies fixed
- Jupyter Notebook
Published by detsutut over 2 years ago
araucana-xai - Fixed DT's nondeterministic behavior
As described in https://github.com/scikit-learn/scikit-learn/issues/8443, the Scikit-Learn implementation for the decision tree algorithm by default is not deterministic as it should be. This is due to a design choice here](https://github.com/scikit-learn/scikit-learn/blob/master/sklearn/tree/splitter.pyx#L381-L401) where even if maxfeatures = nfeatures, the algorithm still randomly samples up to maxfeatures. To address this unexpected behavior, the internal random state of the DecisionTreeClassifier in Araucana has been fixed to 1. The global randomness of Araucana (e.g., during oversampling) can still be controlled with the 'seed' parameter.
- Jupyter Notebook
Published by detsutut over 3 years ago
araucana-xai - Pre-release: minor refactoring + oversampling bug fix
- Jupyter Notebook
Published by detsutut about 4 years ago
araucana-xai - Pre-release: new oversampling strategies and minor general improvements
- Jupyter Notebook
Published by detsutut about 4 years ago
araucana-xai - Pre-release: parameter tuning
- Jupyter Notebook
Published by detsutut about 4 years ago
araucana-xai - Pre-release: continuous-only datasets handling
- Jupyter Notebook
Published by detsutut about 4 years ago
araucana-xai - Pre-release: basic implementation
- Jupyter Notebook
Published by detsutut over 4 years ago