AIF360 v0.6.0 Release Notes

Highlights

• New algorithms:
  • SenSeI/SenSR
  • DeterministicReranking
• New metric:
  • ot_distance

Backwards-Incompatible Changes

• Dropped support for bias_scan from aif360.metrics/aif360.sklearn.metrics
• Minor changes to MEPS files

What's Changed

• Add python 3.10 for testing in ci.yml by @hakimamarullah in https://github.com/Trusted-AI/AIF360/pull/368
• Allow binder to automatically build environment by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/395
• Update to demo_lime notebook to run out of the box (and in Google collab) by @anupamamurthi in https://github.com/Trusted-AI/AIF360/pull/396
• Fix error in metric_json_explainer.consistency() by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/400
• Solving issue [#381], to run demo_new_features notebook in Colab by @ivesulca in https://github.com/Trusted-AI/AIF360/pull/402
• logic error in disparate_impact and statistical_parity_difference [#292] by @sreeja-g in https://github.com/Trusted-AI/AIF360/pull/407
• Modify example notebooks to work in Google colab [#378] by @Yashaswini-Viswanath in https://github.com/Trusted-AI/AIF360/pull/405
• Solving second part of issue [#381] by @ivesulca in https://github.com/Trusted-AI/AIF360/pull/409
• Get notebooks in examples/sklearn/ to work in Google colab (Part 2/3) [#380] by @dharmod in https://github.com/Trusted-AI/AIF360/pull/403
• average predictive value difference metric implementation [#376] by @sreeja-g in https://github.com/Trusted-AI/AIF360/pull/410
• Add code coverage checks with pytest-cov by @aitorres in https://github.com/Trusted-AI/AIF360/pull/412
• Initial inFairness algorithms (SenSeI/SenSR) by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/340
• Remove turtle module import by @gkumbhat in https://github.com/Trusted-AI/AIF360/pull/415
• Contribution Guide by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/427
• Bump versions by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/458
• Fix typo in GridSearchReduction by @haas-christian in https://github.com/Trusted-AI/AIF360/pull/452
• Add a bias detector based on optimal transport by @jmarecek in https://github.com/Trusted-AI/AIF360/pull/434
• Issue 265 privileged class bank dataset by @joosjegoedhart in https://github.com/Trusted-AI/AIF360/pull/449
• Fix typo. by @gowriaddepalli in https://github.com/Trusted-AI/AIF360/pull/470
• Added methods for equalized odds difference by @divyagaddipati in https://github.com/Trusted-AI/AIF360/pull/477
• Update data_preproc_functions.py to solve conversion to float issue by @baraldian in https://github.com/Trusted-AI/AIF360/pull/498
• Add methods for dealing with fairness in rankings by @andrewklayk in https://github.com/Trusted-AI/AIF360/pull/461
• Update homepage URL by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/503
• Remove deprecated bias scan metrics by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/504
• Replace deprecated if_delegate_has_method with available_if by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/511
• Fix tests failing due to int columns by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/513
• Change source for Law School GPA dataset by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/510
• Install R dependencies by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/514
• Update sphinx requirement by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/512
• Bump jinja2 from 3.0.3 to 3.1.3 by @dependabot in https://github.com/Trusted-AI/AIF360/pull/507
• add .readthedocs.yaml by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/516
• Fix .readthedocs.yaml and bump version by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/517
• Fix sphinx_rtd_theme by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/518
• Rename master -> main by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/515
• Remove requests dependency by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/519
• Include fairadapt.R in package by @hoffmansc in https://github.com/Trusted-AI/AIF360/pull/520

New Contributors

• @hakimamarullah made their first contribution in https://github.com/Trusted-AI/AIF360/pull/368
• @anupamamurthi made their first contribution in https://github.com/Trusted-AI/AIF360/pull/396
• @ivesulca made their first contribution in https://github.com/Trusted-AI/AIF360/pull/402
• @sreeja-g made their first contribution in https://github.com/Trusted-AI/AIF360/pull/407
• @Yashaswini-Viswanath made their first contribution in https://github.com/Trusted-AI/AIF360/pull/405
• @dharmod made their first contribution in https://github.com/Trusted-AI/AIF360/pull/403
• @aitorres made their first contribution in https://github.com/Trusted-AI/AIF360/pull/412
• @gkumbhat made their first contribution in https://github.com/Trusted-AI/AIF360/pull/415
• @haas-christian made their first contribution in https://github.com/Trusted-AI/AIF360/pull/452
• @jmarecek made their first contribution in https://github.com/Trusted-AI/AIF360/pull/434
• @joosjegoedhart made their first contribution in https://github.com/Trusted-AI/AIF360/pull/449
• @gowriaddepalli made their first contribution in https://github.com/Trusted-AI/AIF360/pull/470
• @divyagaddipati made their first contribution in https://github.com/Trusted-AI/AIF360/pull/477
• @baraldian made their first contribution in https://github.com/Trusted-AI/AIF360/pull/498
• @andrewklayk made their first contribution in https://github.com/Trusted-AI/AIF360/pull/461

Full Changelog: https://github.com/Trusted-AI/AIF360/compare/v0.5.0...v0.6.0