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20172026
most cited'It's Reducing a Human Being to a Percentage'; Perceptions of Justice in Algorithmic Decisions

649 citations · 2.5k across the 31 of their papers we have counts for

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Showing 2018Show all

7 papers · 1 filter

cs.LG2018★ 253 cited

Algorithms that Remember: Model Inversion Attacks and Data Protection Law

Michael Veale, Reuben Binns, Lilian Edwards

Many individuals are concerned about the governance of machine learning systems and the prevention of algorithmic harms. The EU's recent General Data Protection Regulation (GDPR) h…

cs.CY2018★ 148 cited

Third Party Tracking in the Mobile Ecosystem

Reuben Binns, Ulrik Lyngs, Max Van Kleek +3

Third party tracking allows companies to identify users and track their behaviour across multiple digital services. This paper presents an empirical study of the prevalence of thir…

cs.HC2018

Some HCI Priorities for GDPR-Compliant Machine Learning

Michael Veale, Reuben Binns, Max Van Kleek

In this short paper, we consider the roles of HCI in enabling the better governance of consequential machine learning systems using the rights and obligations laid out in the recen…

cs.CY2018★ 2 cited

"So, Tell Me What Users Want, What They Really, Really Want!"

Ulrik Lyngs, Reuben Binns, Max Van Kleek +1

Equating users' true needs and desires with behavioural measures of 'engagement' is problematic. However, good metrics of 'true preferences' are difficult to define, as cognitive b…

cs.CY2018

Measuring third party tracker power across web and mobile

Reuben Binns, Jun Zhao, Max Van Kleek +1

Third-party networks collect vast amounts of data about users via web sites and mobile applications. Consolidations among tracker companies can significantly increase their individ…

cs.CY2018★ 465 cited

Fairness and Accountability Design Needs for Algorithmic Support in High-Stakes Public Sector Decision-Making

Michael Veale, Max Van Kleek, Reuben Binns

Calls for heightened consideration of fairness and accountability in algorithmically-informed public decisions---like taxation, justice, and child protection---are now commonplace.…

cs.HC2018★ 649 cited

'It's Reducing a Human Being to a Percentage'; Perceptions of Justice in Algorithmic Decisions

Reuben Binns, Max Van Kleek, Michael Veale +3

Data-driven decision-making consequential to individuals raises important questions of accountability and justice. Indeed, European law provides individuals limited rights to 'mean…