Should Fairness be a Metric or a Model? A Model-based Framework for Assessing Bias in Machine Learning Pipelines.
John P. Lalor|Ahmed Abbasi|Kezia Oketch|Yi Yang|Nicole Forsgren
| Anthology ID: | DBLP:journals/tois/LalorAOYF24 |
|---|---|
| Year: | 2024 |
| Venue: | ACM Transactions on Information Systems (TOIS) |
| Pages: | 99:1-99:41 |
| URL: | https://doi.org/10.1145/3641276 |
| DOI: | https://doi.org/10.1145/3641276 |
| DBLP: | journals/tois/LalorAOYF24 |
| BibTeX: |
@article{lalor-2024-fairness,
author = {John P. Lalor and
Ahmed Abbasi and
Kezia Oketch and
Yi Yang and
Nicole Forsgren},
title = {{Should Fairness be a Metric or a Model? A Model-based Framework for Assessing Bias in Machine Learning Pipelines}},
journal = {ACM Transactions on Information Systems (TOIS)},
volume = {42},
number = {4},
pages = {99:1--99:41},
year = {2024},
url = {https://doi.org/10.1145/3641276},
doi = {https://doi.org/10.1145/3641276}
}