Introduce CDFSplineCalibrator and restructure estimators module #7
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jxudata
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Jul 7, 2025
jxudata
commented
- Add CDFSplineCalibrator implementation for multi-class probability calibration
- Move LinearSplineLogisticRegression to estimators submodule
- Create comprehensive documentation with Sphinx
- Add installation, quickstart, API reference, and examples pages
- Configure Read the Docs support with .readthedocs.yaml
- Add documentation requirements and build configuration
- Update examples to use new CDFSplineCalibrator
- Add DOCUMENTATION_GUIDE.md with instructions for free hosting options
- Add CDFSplineCalibrator implementation for multi-class probability calibration - Move LinearSplineLogisticRegression to estimators submodule - Create comprehensive documentation with Sphinx - Add installation, quickstart, API reference, and examples pages - Configure Read the Docs support with .readthedocs.yaml - Add documentation requirements and build configuration - Update examples to use new CDFSplineCalibrator - Add DOCUMENTATION_GUIDE.md with instructions for free hosting options
- Add proper citations to CDFSplineCalibrator (Gupta et al. 2021) - Include reference to official implementation - Improve project structure with CONTRIBUTING.md, CHANGELOG.md, etc. - Add Makefile for common development tasks - Update README with better structure and badges
- Update LinearSplineLogisticRegression to inherit from ClassifierMixin for better compatibility with scikit-learn. - Refactor fit and predict methods to handle binary classification and single-class scenarios. - Improve data validation using validate_data for sklearn compliance. - Add MinimizationMethod to the public API in __init__.py. - Fix edge case in CDFSplineCalibrator's _InterpolatedFunction for index handling. - Update tests to reflect changes in method calls from predict to transform.
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