activity
20182023
most citedWhen Do Neural Nets Outperform Boosted Trees on Tabular Data?

71 citations · 82 across the 6 of their papers we have counts for

collaborators
Showing 2020Show all

6 papers · 1 filter

cs.AI2020

Indecision Modeling

Duncan C McElfresh, Lok Chan, Kenzie Doyle +4

AI systems are often used to make or contribute to important decisions in a growing range of applications, including criminal justice, hiring, and medicine. Since these decisions i…

cs.AI2020

Improving Policy-Constrained Kidney Exchange via Pre-Screening

Duncan C McElfresh, Michael Curry, Tuomas Sandholm +1

In barter exchanges, participants swap goods with one another without exchanging money; exchanges are often facilitated by a central clearinghouse, with the goal of maximizing the…

cs.AI2020★ 3 cited

Kidney Exchange with Inhomogeneous Edge Existence Uncertainty

Hoda Bidkhori, John P Dickerson, Duncan C McElfresh +1

Motivated by kidney exchange, we study a stochastic cycle and chain packing problem, where we aim to identify structures in a directed graph to maximize the expectation of matched…

cs.CY2020★ 8 cited

Artificial Artificial Intelligence: Measuring Influence of AI 'Assessments' on Moral Decision-Making

Lok Chan, Kenzie Doyle, Duncan McElfresh +4

Given AI's growing role in modeling and improving decision-making, how and when to present users with feedback is an urgent topic to address. We empirically examined the effect of…

cs.CY2020

Can an Algorithm be My Healthcare Proxy?

Duncan C McElfresh, Samuel Dooley, Yuan Cui +5

Planning for death is not a process in which everyone participates. Yet a lack of planning can have vast impacts on a patient's well-being, the well-being of her family, and the me…

cs.CY2020

Measuring Non-Expert Comprehension of Machine Learning Fairness Metrics

Debjani Saha, Candice Schumann, Duncan C. McElfresh +3

Bias in machine learning has manifested injustice in several areas, such as medicine, hiring, and criminal justice. In response, computer scientists have developed myriad definitio…