Version 0.0.5

Features

• Added seed parameter for controlled pseudo-randomization
• Dealing with conditions on hyperparameters of configuration spaces

Improvements

• Bumped shapiq dependency to most recent version (v1.4.1)
• Automatically configure approximator with the help of shapiq's helper function.

Documentation

• Added installation instructions to README.md for pip install.

Version 0.0.4

• Added pseudorandomization
• Added index-specific approximation

Version 0.0.3

• Added multi-baseline ablation game. This game computes ablation paths with respect to multiple baseline configurations and aggregates values for different paths via mean, min, max or variance.
• Added waterfall plots to the HyperSHAP interface.
• Added support for multi-data settings
• Enabled approximation of Shapley values and interactions for settings exceeding a certain number of hyperparameters.

Version 0.0.2a

Documentation

• Extended GitHub pages

Version 0.0.2

• Added parallelization for faster analysis

Maintenance

• Added unit tests for proper quality assurance and continuous integration
• Relaxed requirements to allow interoperability with python 3.10

Version 0.0.1

This is the initial version of HyperSHAP's package implementation.