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Duncan Mcelfresh

3 accepted papers

2020

Improving Policy-Constrained Kidney Exchange via Pre-Screening

NeurIPS 2020poster

In barter exchanges, participants swap goods with one another without exchanging money; these exchanges are often facilitated by a central clearinghouse, with the goal of maximizing the aggregate quality (or number) of swaps. Barter exchanges are subject to many forms of uncertainty--in participant…

2020

Kidney Exchange with Inhomogeneous Edge Existence Uncertainty

UAI 2020poster

Patients with end-stage renal failure often find kidney donors who are willing to donate a life-saving kidney, but who are medically incompatible with the patients. Kidney exchanges are organized barter markets that allow such incompatible patient-donor pairs to enter as a single agent—where the pa…

Cited by 8SourcePDFScholar
2020

Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics

ICML 2020poster

Bias in machine learning has manifested injustice in several areas, such as medicine, hiring, and criminal justice. In response, computer scientists have developed myriad definitions of fairness to correct this bias in fielded algorithms. While some definitions are based on established legal and eth…