shapiq v1.0.0 (2024-06-04)
Major release of the shapiq
Python package including (among others):
approximator
module implements over 10 approximators of Shapley values and interaction indices.exact
module implements a computer for over 10 game theoretic concepts like interaction indices or generalized values.games
module implements over 10 application benchmarks for the approximators.explainer
module includes aTabularExplainer
andTreeExplainer
for any-order feature interactions of machine learning model predictions.interaction_values
module implements a data class to store and analyze interaction values.plot
module allows visualizing interaction values.datasets
module loads datasets for testing and examples.
Documentation of shapiq
with tutorials and API reference is available at https://shapiq.readthedocs.io