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20142025
most citedFairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment

626 citations · 2.7k across the 64 of their papers we have counts for

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Showing 2017Show all

7 papers · 1 filter

cs.CR2017★ 2 cited

Forgetting the Forgotten with Letheia, Concealing Content Deletion from Persistent Observers

Mohsen Minaei, Mainack Mondal, Patrick Loiseau +2

Most social platforms offer mechanisms allowing users to delete their posts, and a significant fraction of users exercise this right to be forgotten. However, ironically, users' at…

cs.SI2017

On Quantifying Knowledge Segregation in Society

Abhijnan Chakraborty, Muhammad Ali, Saptarshi Ghosh +2

With rapid increase in online information consumption, especially via social media sites, there have been concerns on whether people are getting selective exposure to a biased subs…

stat.ML2017★ 108 cited

From Parity to Preference-based Notions of Fairness in Classification

Muhammad Bilal Zafar, Isabel Valera, Manuel Gomez Rodriguez +2

The adoption of automated, data-driven decision making in an ever expanding range of applications has raised concerns about its potential unfairness towards certain social groups.…

stat.ML2017★ 12 cited

On Fairness, Diversity and Randomness in Algorithmic Decision Making

Nina Grgić-Hlača, Muhammad Bilal Zafar, Krishna P. Gummadi +1

Consider a binary decision making process where a single machine learning classifier replaces a multitude of humans. We raise questions about the resulting loss of diversity in the…

cs.SI2017

Characterizing Information Diets of Social Media Users

Juhi Kulshrestha, Muhammad Bilal Zafar, Lisette Espin-Noboa +2

With the widespread adoption of social media sites like Twitter and Facebook, there has been a shift in the way information is produced and consumed. Earlier, the only producers of…

cs.SI2017★ 147 cited

Quantifying Search Bias: Investigating Sources of Bias for Political Searches in Social Media

Juhi Kulshrestha, Motahhare Eslami, Johnnatan Messias +4

Search systems in online social media sites are frequently used to find information about ongoing events and people. For topics with multiple competing perspectives, such as politi…