Algorithmic fairness datasets: the story so far
Data-driven algorithms are studied and deployed in diverse domains to support critical
decisions, directly impacting people's well-being. As a result, a growing community of …
decisions, directly impacting people's well-being. As a result, a growing community of …
Tackling documentation debt: a survey on algorithmic fairness datasets
A growing community of researchers has been investigating the equity of algorithms,
advancing the understanding of risks and opportunities of automated decision-making for …
advancing the understanding of risks and opportunities of automated decision-making for …
Fair stable matching meets correlated preferences
A Brilliantova, H Hosseini - arXiv preprint arXiv:2201.12484, 2022 - arxiv.org
The stable matching problem sets the economic foundation of several practical applications
ranging from school choice and medical residency to ridesharing and refugee placement. It …
ranging from school choice and medical residency to ridesharing and refugee placement. It …
Mining Path Association Rules in Large Property Graphs (with Appendix)
How can we mine frequent path regularities from a graph with edge labels and vertex
attributes? The task of association rule mining successfully discovers regular patterns in item …
attributes? The task of association rule mining successfully discovers regular patterns in item …
k-Best Egalitarian Stable Marriages for Task Assignment
In a two-sided market with each agent ranking individuals on the other side according to
their preferences, such as location or incentive, the stable marriage problem calls to find a …
their preferences, such as location or incentive, the stable marriage problem calls to find a …
Deferred acceptance with compensation chains
P Dworczak - Proceedings of the 2016 ACM Conference on …, 2016 - dl.acm.org
I introduce a class of algorithms called Deferred Acceptance with Compensation Chains
(DACC). DACC algorithms generalize the DA algorithms by Gale and Shapley [1962] by …
(DACC). DACC algorithms generalize the DA algorithms by Gale and Shapley [1962] by …
Fair procedures for fair stable marriage outcomes
N Tziavelis, I Giannakopoulos, RQ Johansen… - Proceedings of the …, 2020 - ojs.aaai.org
Given a two-sided market where each agent ranks those on the other side by preference, the
stable marriage problem calls for finding a perfect matching such that no pair of agents …
stable marriage problem calls for finding a perfect matching such that no pair of agents …
Mining Path Association Rules in Large Property Graphs
How can we mine frequent path regularities from a graph with edge labels and vertex
attributes? The task of association rule mining successfully discovers regular patterns in item …
attributes? The task of association rule mining successfully discovers regular patterns in item …
How to Avoid Jumping to Conclusions: Measuring the Robustness of Outstanding Facts in Knowledge Graphs
An outstanding fact (OF) is a striking claim by which some entities stand out from their peers
on some attribute. OFs serve data journalism, fact checking, and recommendation. However …
on some attribute. OFs serve data journalism, fact checking, and recommendation. However …
The Dichotomous Affiliate Stable Matching Problem: Approval-Based Matching with Applicant-Employer Relations
While the stable marriage problem and its variants model a vast range of matching markets,
they fail to capture complex agent relationships, such as the affiliation of applicants and …
they fail to capture complex agent relationships, such as the affiliation of applicants and …