Understanding accountability in algorithmic supply chains
Academic and policy proposals on algorithmic accountability often seek to understand
algorithmic systems in their socio-technical context, recognising that they are produced by …
algorithmic systems in their socio-technical context, recognising that they are produced by …
Formalising trade-offs beyond algorithmic fairness: lessons from ethical philosophy and welfare economics
There is growing concern that decision-making informed by machine learning (ML)
algorithms may unfairly discriminate based on personal demographic attributes, such as …
algorithms may unfairly discriminate based on personal demographic attributes, such as …
Towards a multi-stakeholder value-based assessment framework for algorithmic systems
In an effort to regulate Machine Learning-driven (ML) systems, current auditing processes
mostly focus on detecting harmful algorithmic biases. While these strategies have proven to …
mostly focus on detecting harmful algorithmic biases. While these strategies have proven to …
End-to-end Auditing for Decision Pipelines.
Many high-stakes policies can be modeled as a sequence of decisions along a pipeline. We
are interested in auditing such pipelines for both Our empirical focus is on policy decisions …
are interested in auditing such pipelines for both Our empirical focus is on policy decisions …
Context-conscious fairness throughout the machine learning lifecycle
SA Lee - 2023 - repository.cam.ac.uk
As machine learning (ML) algorithms are increasingly used to inform decisions across
domains, there has been a proliferation of literature seeking to define “fairness” narrowly as …
domains, there has been a proliferation of literature seeking to define “fairness” narrowly as …
[PDF][PDF] Algorithm Transparency through the Fair Credit Reporting Act (FCRA)
K Schmeckpeper, S Roberts… - Journal of Science …, 2021 - sciencepolicyjournal.org
Racial discrimination in housing has long fueled disparities in homeownership and wealth in
the United States. Now, automated algorithms play a dominant role in rental and lending …
the United States. Now, automated algorithms play a dominant role in rental and lending …