calibrated-explanations v0.5.1

Moffran · Nov 27, 2024 · f6af671 · f6af671
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diff --git a/CHANGELOG.md b/CHANGELOG.md
@@ -1,10 +1,21 @@
 # Changelog
 
 ## [Unreleased]
-[Full changelog](https://github.com/Moffran/calibrated_explanations/compare/v0.5.0...main)
+[Full changelog](https://github.com/Moffran/calibrated_explanations/compare/v0.5.1...main)
 ### Features
 ### Fixes
 
+## [v0.5.1](https://github.com/Moffran/calibrated_explanations/releases/tag/v0.5.1) - 2024-11-27
+[Full changelog](https://github.com/Moffran/calibrated_explanations/compare/v0.5.0...v0.5.1)
+### Features
+- String Targets Support:** Added support for string targets, enhancing flexibility in handling diverse datasets. Special thanks to our new contributor [ww-jermaine](https://github.com/ww-jermaine) for the efforts on this feature ([issue #27](https://github.com/Moffran/calibrated_explanations/issues/27)).
+- Out-of-Bag Calibration: Introduced support for out-of-bag calibration when using random forests from `sklearn`, enabling improved calibration techniques directly within ensemble models. See the new [notebook](https://github.com/Moffran/calibrated_explanations/blob/main/notebooks/quickstart_wrap_oob.ipynb) for examples.
+- Documentation Enhancements: Updated and refined [documentation](https://calibrated-explanations.readthedocs.io/en/latest/?badge=latest), including fixes to existing sections and the addition of doctests for helper functions to ensure accuracy and reliability.
+- Minor updates: Added a `calibrated` parameter to the `predict` and `predict_proba` methods to allow uncalibrated results.
+### Fixes
+- Bug Fixes: Resolved multiple bugs to enhance stability and performance across the library.
+
+
 ## [v0.5.0](https://github.com/Moffran/calibrated_explanations/releases/tag/v0.5.0) - 2024-10-15
 [Full changelog](https://github.com/Moffran/calibrated_explanations/compare/v0.4.0...v0.5.0)
 ### Features

diff --git a/CITATION.cff b/CITATION.cff
@@ -64,5 +64,5 @@ keywords:
   - Regression
   - Probabilistic Regression
 license: BSD-3-Clause
-version: v0.5.0
-date-released: '2024-10-15'
+version: v0.5.1
+date-released: '2024-11-27'
diff --git a/docs/citing.md b/docs/citing.md
@@ -144,8 +144,8 @@ To cite this software, use the following bibtex entry:
 	license = 	{BSD-3-Clause},
 	title = 	{Calibrated Explanations},
 	url = 		{https://github.com/Moffran/calibrated_explanations},
-	version = 	{v0.5.0},
-	month = 	October,
+	version = 	{v0.5.1},
+	month = 	November,
 	year = 		{2024}
 }
 ```
diff --git a/docs/conf.py b/docs/conf.py
@@ -24,10 +24,10 @@
 author = 'Helena Löfström, Tuwe Löfström'
 
 # The short X.Y version
-version = '0.5.0'
+version = '0.5.1'
 
 # The full version, including alpha/beta/rc tags
-release = '0.5.0'
+release = '0.5.1'
 
 # -- General configuration ---------------------------------------------------
 

diff --git a/notebooks/demo_binary_classification.ipynb b/notebooks/demo_binary_classification.ipynb
diff --git a/notebooks/demo_conditional.ipynb b/notebooks/demo_conditional.ipynb