v0.6.0

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

New Contributors

• @hakimamarullah made their first contribution in #368
• @anupamamurthi made their first contribution in #396
• @ivesulca made their first contribution in #402
• @sreeja-g made their first contribution in #407
• @Yashaswini-Viswanath made their first contribution in #405
• @dharmod made their first contribution in #403
• @aitorres made their first contribution in #412
• @gkumbhat made their first contribution in #415
• @haas-christian made their first contribution in #452
• @jmarecek made their first contribution in #434
• @joosjegoedhart made their first contribution in #449
• @gowriaddepalli made their first contribution in #470
• @divyagaddipati made their first contribution in #477
• @baraldian made their first contribution in #498
• @andrewklayk made their first contribution in #461

Full Changelog: v0.5.0...v0.6.0