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[MRG] implement InstanceHardnessCV#1125

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Commits on Jan 31, 2025

• implement InstanceHardnessCV

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Commits on Feb 1, 2025

• add documentation

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• add cross_validation.rst

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• fix plot_instance_hardness_cv.py

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Commits on Feb 2, 2025

• add initial documentation

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• add docstrings

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Commits on Mar 26, 2025

• fix random seed in unit test

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• refactor the way groups are assigned by instance hardness in InstanceHardnessCV

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• simplify plotting code in plot_instance_hardness_cv.py

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• update docstring

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• update 'labels' to 'tick_labels' in boxplot code

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• rename clf to estimator

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• change data generation in plot_instance_hardness_cv.py

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• describe InstanceHardnessCV in User Guide

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• add x label to boxplot

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Commits on Mar 29, 2025

• fix typo

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• explain instance hardness in user guide

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• remove default random forest as estimator for InstanceHardnessCV

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