Change Log

Change Log#

[0.1.1] - 2024-06-19#

Added#

  • Parameter prefer_high_scores to allow for both types of scores. This allowed for shorter dataset handling of the COMPAS examples.

  • Preparation to host docs on readthedocs.

Fixed#

  • Show correct project-link on pypi.org

  • README.md shows the correct installation command

[0.1.0] - 2024-06-03#

Added#

  • Bias Metric Classes for

    • Calibration: fairscoring.metrics.CalibrationMetric

    • Wasserstein Distance: fairscoring.metrics.WassersteinMetric

    • ROC-base Metrics: fairscoring.metrics.roc.ROCBiasMetric

  • Default Bias Metrics for

    • Equal Opportunity: fairscoring.metrics.bias_eo

    • Predictive Equality: fairscoring.metrics.bias_pe

    • Calibration: fairscoring.metrics.bias_cal

    • Independence: fairscoring.metrics.bias_ind

    • ROC: fairscoring.metrics.roc.bias_roc

    • xROC: fairscoring.metrics.roc.bias_xroc

  • Experiments on

    • Adult Dataset

    • COMPAS Dataset

    • German Credit Risk Dataset

  • Tests for compatibility with results in the publication

    • COMPAS Dataset

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