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This PR renames the attribute used by clustering algorithms from self.classes to self.labels. The classes attribute is kept as a deprecated property that redirects to labels and emits a deprecation warning.
## Description This PR refines the docstrings for the package's functions and classes, standardizing them and including usage examples (doctests) to facilitate maintenance. ## Changes - Revision of docstrings in functions and classes. - Inclusion of usage examples in docstrings for the main classes.
… normalization. (#55) The `aisp.utils.distance` module implements **cityblock** and **minkowski** with normalization, dividing the result by the number of dimensions **n**. aisp also uses `scipy.spatial.distance.cdist`, and SciPy follows the classic mathematical definition of metrics, returning cumulative distances without dimension-specific normalization. This difference creates an inconsistency that can cause problems in models generated with these distances.
Structural refactoring of AIRS Fit to improve code organization and readability. Implementation of data validation for RNSA and updating of docstrings.
Joao-Paulo-Silva
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Description
This PR includes bug fixes, refactorings, and improvements to the docstrings.
Changes
self.classestoself.labels. The classes attribute will now be maintained as a deprecated property, redirecting to labels and issuing a deprecation warning to ensure backward compatibility.cityblockandminkowskidistances, removing undue normalization by the number of dimensions.fitprocess, with improvements in internal organization and readability.