v1.1.0 (2024-11-07)

[mmschlk]

New Features and Improvements

• adds computation of the Egalitarian Core (EC) and Egalitarian Least-Core (ELC) to the ExactComputer #182
• adds waterfall_plot #34 that visualizes the contributions of features to the model prediction
• adds BaselineImputer #107 which is now responsible for handling the sample_replacements parameter. Added a DeprecationWarning for the parameter in MarginalImputer, which will be removed in the next release.
• adds joint_marginal_distribution parameter to MarginalImputer with default value True #261
• renames explanation graph to si_graph
• get_n_order now has optional lower/upper limits for the order
• computing metrics for benchmarking now tries to resolve not-matching interaction indices and will throw a warning instead of a ValueError #179
• add a legend to benchmark plots #170
• refactored the shapiq.games.benchmark module into a separate shapiq.benchmark module by moving all but the benchmark games into the new module. This closes #169 and makes benchmarking more flexible and convenient.
• a shapiq.Game can now be called more intuitively with coalitions data types (tuples of int or str) and also allows to add player_names to the game at initialization #183
• improve tests across the package

Documentation

• adds a notebook showing how to use custom tree models with the TreeExplainer #66
• adds a notebook show how to use the shapiq.Game API to create custom games #184
• adds a notebook showing hot to visualize interactions #252
• adds a notebook showing how to compute Shapley values with shapiq #193
• adds a notebook for conducting data valuation #190
• adds a notebook showcasing introducing the Core and how to compute it with shapiq #191

Bug Fixes

• fixes a bug with SIs not adding up to the model prediction because of wrong values in the empty set #264
• fixes a bug that TreeExplainer did not have the correct baseline_value when using XGBoost models #250
• fixes the force plot not showing and its baseline value

New Contributors

• @Advueu963 made their first contribution in 182 add core of order 1 to exactcomputer #185
• @dependabot made their first contribution in Bump pypa/gh-action-pypi-publish from 1.4.2 to 1.9.0 #200

Full Changelog: v1.0.1...v1.1.0

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This discussion was created from the release v1.1.0 (2024-11-07).